In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
# import numpy
import numpy as np
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
# Had to convert the image to np.array
# This solution was given to me by 'Itai Dror' in the Slack Chat
pyplot.imshow(np.array(helper.images_square_grid(mnist_images, 'L')), cmap='gray')
# pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x249859d5d68>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x24985b719e8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.4.0 Default GPU Device: /device:GPU:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_inputs = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels),
'real_inputs')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return real_inputs, inputs_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 32x32x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 16x16x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 8x8x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
reuse = not is_train
with tf.variable_scope('generator', reuse=reuse):
alpha = 0.2
x1 = tf.layers.dense(z, 2*2*512)
x1 = tf.reshape(x1, (-1, 2, 2, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
x2 = tf.layers.conv2d_transpose(x1, 256, 5, 2, 'valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
x3 = tf.layers.conv2d_transpose(x2, 128, 5, 2, 'same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, 2, 'same')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
# Label Smoothing. Salimans et. al. 2016 recommend to only smooth the positive labels
smooth = 0.1
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * (1 - smooth)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_updates = [opt for opt in ops if opt.name.startswith('generator')]
with tf.control_dependencies(g_updates):
g_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1).minimize(g_loss, var_list=g_vars)
d_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
# image was converted to np.array, otherwise don't work for gray scale images
#pyplot.imshow(images_grid, cmap=cmap)
# This solution was given to me by 'Itai Dror' in the Slack Chat
pyplot.imshow(np.array(helper.images_square_grid(samples, image_mode)), cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
_, img_width, img_height, img_channels = data_shape
real_input, z_input, lr = model_inputs(
img_width, img_height, img_channels, z_dim)
d_loss, g_loss = model_loss(real_input, z_input, img_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
print_every = 10
show_every = 100
losses = []
n_images = 25
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images *= 2.0
z_sample = np.random.uniform(-1, 1, (batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={
real_input: batch_images, z_input: z_sample, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={
z_input: z_sample, lr: learning_rate})
if steps % print_every == 0:
train_loss_d = d_loss.eval({z_input: z_sample, real_input: batch_images})
train_loss_g = g_loss.eval({z_input: z_sample})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, n_images, z_input, img_channels, data_image_mode)
#plot
fig, ax = pyplot.subplots()
for i, (loss_d, g_loss) in enumerate(losses):
# scale = 200.0 * rand(n)
ax.scatter(i, loss_d, c='red')
ax.scatter(i, g_loss, c='blue')
print("Red: Discriminator Loss, Ble: Generator Loss")
pyplot.show()
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
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"""
epochs = 2
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.7237... Generator Loss: 1.2118 Epoch 1/2... Discriminator Loss: 1.6683... Generator Loss: 0.3767 Epoch 1/2... Discriminator Loss: 0.5189... Generator Loss: 2.4045 Epoch 1/2... Discriminator Loss: 0.4605... Generator Loss: 2.4838 Epoch 1/2... Discriminator Loss: 0.8115... Generator Loss: 1.0498 Epoch 1/2... Discriminator Loss: 0.9422... Generator Loss: 0.8721 Epoch 1/2... Discriminator Loss: 0.7456... Generator Loss: 1.9276 Epoch 1/2... Discriminator Loss: 0.4170... Generator Loss: 7.0585 Epoch 1/2... Discriminator Loss: 0.4816... Generator Loss: 3.2120 Epoch 1/2... Discriminator Loss: 0.4400... Generator Loss: 3.0955
Epoch 1/2... Discriminator Loss: 0.6740... Generator Loss: 1.7621 Epoch 1/2... Discriminator Loss: 0.8440... Generator Loss: 5.6265 Epoch 1/2... Discriminator Loss: 0.8900... Generator Loss: 1.2756 Epoch 1/2... Discriminator Loss: 0.5689... Generator Loss: 4.6694 Epoch 1/2... Discriminator Loss: 0.4452... Generator Loss: 3.1377 Epoch 1/2... Discriminator Loss: 0.6456... Generator Loss: 3.0443 Epoch 1/2... Discriminator Loss: 0.5305... Generator Loss: 2.5497 Epoch 1/2... Discriminator Loss: 0.4017... Generator Loss: 3.3831 Epoch 1/2... Discriminator Loss: 0.4235... Generator Loss: 3.5784 Epoch 1/2... Discriminator Loss: 0.3886... Generator Loss: 3.4951
Epoch 1/2... Discriminator Loss: 0.4470... Generator Loss: 2.4830 Epoch 1/2... Discriminator Loss: 0.4255... Generator Loss: 2.7618 Epoch 1/2... Discriminator Loss: 0.4084... Generator Loss: 3.3357 Epoch 1/2... Discriminator Loss: 0.3861... Generator Loss: 3.5096 Epoch 1/2... Discriminator Loss: 0.4030... Generator Loss: 3.5160 Epoch 1/2... Discriminator Loss: 0.3843... Generator Loss: 3.5867 Epoch 1/2... Discriminator Loss: 0.3733... Generator Loss: 3.7320 Epoch 1/2... Discriminator Loss: 0.4782... Generator Loss: 2.5373 Epoch 1/2... Discriminator Loss: 0.4552... Generator Loss: 3.4076 Epoch 1/2... Discriminator Loss: 0.4236... Generator Loss: 3.5211
Epoch 1/2... Discriminator Loss: 1.0010... Generator Loss: 8.2480 Epoch 1/2... Discriminator Loss: 0.4478... Generator Loss: 2.7508 Epoch 1/2... Discriminator Loss: 0.4794... Generator Loss: 3.4031 Epoch 1/2... Discriminator Loss: 0.5162... Generator Loss: 2.7756 Epoch 1/2... Discriminator Loss: 0.7187... Generator Loss: 1.2564 Epoch 1/2... Discriminator Loss: 0.5146... Generator Loss: 2.2330 Epoch 1/2... Discriminator Loss: 0.4835... Generator Loss: 2.7279 Epoch 1/2... Discriminator Loss: 0.4541... Generator Loss: 2.8404 Epoch 1/2... Discriminator Loss: 0.6196... Generator Loss: 1.7910 Epoch 1/2... Discriminator Loss: 0.4190... Generator Loss: 5.3511
Epoch 1/2... Discriminator Loss: 0.5231... Generator Loss: 2.3384 Epoch 1/2... Discriminator Loss: 0.5314... Generator Loss: 3.3628 Epoch 1/2... Discriminator Loss: 0.6246... Generator Loss: 1.7644 Epoch 1/2... Discriminator Loss: 0.6511... Generator Loss: 1.6439 Epoch 1/2... Discriminator Loss: 0.5159... Generator Loss: 2.3954 Epoch 1/2... Discriminator Loss: 0.5242... Generator Loss: 2.1987 Epoch 1/2... Discriminator Loss: 0.4820... Generator Loss: 2.4765 Epoch 1/2... Discriminator Loss: 0.6253... Generator Loss: 2.1763 Epoch 1/2... Discriminator Loss: 0.7282... Generator Loss: 1.6720 Epoch 1/2... Discriminator Loss: 0.6071... Generator Loss: 2.8879
Epoch 1/2... Discriminator Loss: 0.6132... Generator Loss: 1.8793 Epoch 1/2... Discriminator Loss: 0.7015... Generator Loss: 1.7890 Epoch 1/2... Discriminator Loss: 0.7842... Generator Loss: 4.3030 Epoch 1/2... Discriminator Loss: 0.6694... Generator Loss: 1.5348 Epoch 1/2... Discriminator Loss: 0.5444... Generator Loss: 2.9620 Epoch 1/2... Discriminator Loss: 0.6717... Generator Loss: 3.1639 Epoch 1/2... Discriminator Loss: 0.8072... Generator Loss: 1.4684 Epoch 1/2... Discriminator Loss: 0.5609... Generator Loss: 2.0871 Epoch 1/2... Discriminator Loss: 0.4559... Generator Loss: 3.0913 Epoch 1/2... Discriminator Loss: 0.5567... Generator Loss: 2.0557
Epoch 1/2... Discriminator Loss: 0.4675... Generator Loss: 2.7748 Epoch 1/2... Discriminator Loss: 0.8298... Generator Loss: 3.8198 Epoch 1/2... Discriminator Loss: 0.4942... Generator Loss: 3.0026 Epoch 1/2... Discriminator Loss: 1.0590... Generator Loss: 0.7960 Epoch 1/2... Discriminator Loss: 0.7945... Generator Loss: 2.5137 Epoch 1/2... Discriminator Loss: 0.6025... Generator Loss: 2.9383 Epoch 1/2... Discriminator Loss: 0.7579... Generator Loss: 2.0040 Epoch 1/2... Discriminator Loss: 0.5179... Generator Loss: 2.0334 Epoch 1/2... Discriminator Loss: 0.6136... Generator Loss: 2.1189 Epoch 1/2... Discriminator Loss: 0.7124... Generator Loss: 1.8738
Epoch 1/2... Discriminator Loss: 0.9264... Generator Loss: 1.1289 Epoch 1/2... Discriminator Loss: 0.9640... Generator Loss: 2.0160 Epoch 1/2... Discriminator Loss: 0.7286... Generator Loss: 1.9458 Epoch 1/2... Discriminator Loss: 0.7015... Generator Loss: 2.2119 Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 1.2841 Epoch 1/2... Discriminator Loss: 0.7400... Generator Loss: 1.6917 Epoch 1/2... Discriminator Loss: 0.7152... Generator Loss: 2.0376 Epoch 1/2... Discriminator Loss: 0.6037... Generator Loss: 2.4632 Epoch 1/2... Discriminator Loss: 0.4656... Generator Loss: 2.9536 Epoch 1/2... Discriminator Loss: 0.6203... Generator Loss: 2.2571
Epoch 1/2... Discriminator Loss: 0.7043... Generator Loss: 2.0390 Epoch 1/2... Discriminator Loss: 0.5770... Generator Loss: 2.5516 Epoch 1/2... Discriminator Loss: 0.9892... Generator Loss: 1.4154 Epoch 1/2... Discriminator Loss: 0.6999... Generator Loss: 1.8235 Epoch 1/2... Discriminator Loss: 1.0701... Generator Loss: 0.8287 Epoch 1/2... Discriminator Loss: 1.1373... Generator Loss: 3.0875 Epoch 1/2... Discriminator Loss: 1.0161... Generator Loss: 0.8728 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 1.6032 Epoch 1/2... Discriminator Loss: 0.6541... Generator Loss: 1.8716 Epoch 1/2... Discriminator Loss: 1.0927... Generator Loss: 0.7763
Epoch 1/2... Discriminator Loss: 0.9031... Generator Loss: 1.9138 Epoch 1/2... Discriminator Loss: 0.9986... Generator Loss: 1.1277 Epoch 1/2... Discriminator Loss: 0.7106... Generator Loss: 1.5738 Epoch 1/2... Discriminator Loss: 0.7078... Generator Loss: 2.2120 Epoch 1/2... Discriminator Loss: 0.9149... Generator Loss: 1.1927 Epoch 1/2... Discriminator Loss: 0.8229... Generator Loss: 1.2071 Epoch 1/2... Discriminator Loss: 0.7876... Generator Loss: 1.3271 Epoch 1/2... Discriminator Loss: 0.9651... Generator Loss: 1.2101 Epoch 1/2... Discriminator Loss: 0.8340... Generator Loss: 1.2916 Epoch 1/2... Discriminator Loss: 0.7531... Generator Loss: 1.6166
Epoch 1/2... Discriminator Loss: 0.6315... Generator Loss: 2.3458 Epoch 1/2... Discriminator Loss: 1.0882... Generator Loss: 0.9403 Epoch 1/2... Discriminator Loss: 0.8687... Generator Loss: 1.0869 Epoch 1/2... Discriminator Loss: 0.9752... Generator Loss: 1.0378 Epoch 1/2... Discriminator Loss: 0.7038... Generator Loss: 2.4461 Epoch 1/2... Discriminator Loss: 0.6319... Generator Loss: 1.8237 Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6720 Epoch 1/2... Discriminator Loss: 1.0056... Generator Loss: 0.8587 Epoch 1/2... Discriminator Loss: 0.8925... Generator Loss: 1.1213 Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.7096
Epoch 1/2... Discriminator Loss: 0.6903... Generator Loss: 1.5743 Epoch 1/2... Discriminator Loss: 0.8968... Generator Loss: 1.4438 Epoch 1/2... Discriminator Loss: 1.1258... Generator Loss: 0.8048 Epoch 1/2... Discriminator Loss: 0.8099... Generator Loss: 1.6544 Epoch 1/2... Discriminator Loss: 0.9403... Generator Loss: 1.0829 Epoch 1/2... Discriminator Loss: 0.9981... Generator Loss: 1.2152 Epoch 1/2... Discriminator Loss: 0.6701... Generator Loss: 1.4435 Epoch 1/2... Discriminator Loss: 1.0620... Generator Loss: 0.9195 Epoch 1/2... Discriminator Loss: 1.0402... Generator Loss: 0.9104 Epoch 1/2... Discriminator Loss: 0.9490... Generator Loss: 2.0550
Epoch 1/2... Discriminator Loss: 1.1587... Generator Loss: 0.6782 Epoch 1/2... Discriminator Loss: 0.7246... Generator Loss: 2.0467 Epoch 1/2... Discriminator Loss: 0.7017... Generator Loss: 2.0186 Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 1.1962 Epoch 1/2... Discriminator Loss: 0.9221... Generator Loss: 1.4990 Epoch 1/2... Discriminator Loss: 0.7482... Generator Loss: 1.4504 Epoch 1/2... Discriminator Loss: 0.9104... Generator Loss: 1.3418 Epoch 1/2... Discriminator Loss: 0.7485... Generator Loss: 1.4753 Epoch 1/2... Discriminator Loss: 0.6977... Generator Loss: 1.8580 Epoch 1/2... Discriminator Loss: 1.6800... Generator Loss: 0.3945
Epoch 1/2... Discriminator Loss: 0.8724... Generator Loss: 1.2203 Epoch 1/2... Discriminator Loss: 0.7595... Generator Loss: 1.3014 Epoch 1/2... Discriminator Loss: 0.9900... Generator Loss: 0.8838 Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.6881 Epoch 1/2... Discriminator Loss: 0.8779... Generator Loss: 1.3367 Epoch 1/2... Discriminator Loss: 0.8339... Generator Loss: 1.5501 Epoch 1/2... Discriminator Loss: 0.8502... Generator Loss: 1.1389 Epoch 1/2... Discriminator Loss: 1.0830... Generator Loss: 0.9707 Epoch 1/2... Discriminator Loss: 1.0234... Generator Loss: 0.9063 Epoch 1/2... Discriminator Loss: 0.8568... Generator Loss: 1.1738
Epoch 1/2... Discriminator Loss: 0.6129... Generator Loss: 2.0886 Epoch 1/2... Discriminator Loss: 1.5159... Generator Loss: 0.5030 Epoch 1/2... Discriminator Loss: 0.8290... Generator Loss: 1.3081 Epoch 1/2... Discriminator Loss: 1.0724... Generator Loss: 0.8228 Epoch 1/2... Discriminator Loss: 1.0299... Generator Loss: 0.8703 Epoch 1/2... Discriminator Loss: 0.9669... Generator Loss: 0.8626 Epoch 1/2... Discriminator Loss: 0.9302... Generator Loss: 2.0702 Epoch 1/2... Discriminator Loss: 1.1565... Generator Loss: 0.7485 Epoch 1/2... Discriminator Loss: 0.9102... Generator Loss: 1.1209 Epoch 1/2... Discriminator Loss: 0.7541... Generator Loss: 1.6048
Epoch 1/2... Discriminator Loss: 0.7438... Generator Loss: 1.5512 Epoch 1/2... Discriminator Loss: 0.6207... Generator Loss: 1.7819 Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.7787 Epoch 1/2... Discriminator Loss: 0.6493... Generator Loss: 1.6267 Epoch 1/2... Discriminator Loss: 1.0996... Generator Loss: 0.7552 Epoch 1/2... Discriminator Loss: 0.8003... Generator Loss: 1.6703 Epoch 1/2... Discriminator Loss: 0.7544... Generator Loss: 1.6368 Epoch 1/2... Discriminator Loss: 0.7024... Generator Loss: 1.5999 Epoch 1/2... Discriminator Loss: 1.5815... Generator Loss: 1.8874 Epoch 1/2... Discriminator Loss: 0.9803... Generator Loss: 1.4924
Epoch 1/2... Discriminator Loss: 0.7449... Generator Loss: 1.4277 Epoch 1/2... Discriminator Loss: 0.6505... Generator Loss: 1.6455 Epoch 1/2... Discriminator Loss: 0.6422... Generator Loss: 1.6595 Epoch 1/2... Discriminator Loss: 0.9327... Generator Loss: 1.0020 Epoch 1/2... Discriminator Loss: 0.9899... Generator Loss: 1.0231 Epoch 1/2... Discriminator Loss: 1.0718... Generator Loss: 0.8676 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 0.9309 Epoch 1/2... Discriminator Loss: 1.0832... Generator Loss: 0.8156 Epoch 1/2... Discriminator Loss: 0.9022... Generator Loss: 1.2484 Epoch 1/2... Discriminator Loss: 0.9985... Generator Loss: 1.0056
Epoch 1/2... Discriminator Loss: 0.9386... Generator Loss: 1.4837 Epoch 1/2... Discriminator Loss: 1.1562... Generator Loss: 0.6740 Epoch 1/2... Discriminator Loss: 0.8363... Generator Loss: 1.2798 Epoch 1/2... Discriminator Loss: 0.8718... Generator Loss: 1.7066 Epoch 1/2... Discriminator Loss: 0.8574... Generator Loss: 1.5581 Epoch 1/2... Discriminator Loss: 1.2172... Generator Loss: 2.2942 Epoch 1/2... Discriminator Loss: 0.7616... Generator Loss: 2.1860 Epoch 1/2... Discriminator Loss: 0.9023... Generator Loss: 1.2231 Epoch 1/2... Discriminator Loss: 0.7697... Generator Loss: 1.4938 Epoch 1/2... Discriminator Loss: 0.7874... Generator Loss: 1.7089
Epoch 1/2... Discriminator Loss: 1.0172... Generator Loss: 0.9094 Epoch 1/2... Discriminator Loss: 0.7409... Generator Loss: 1.2127 Epoch 1/2... Discriminator Loss: 0.7460... Generator Loss: 1.6414 Epoch 1/2... Discriminator Loss: 0.9346... Generator Loss: 1.3629 Epoch 1/2... Discriminator Loss: 1.6892... Generator Loss: 0.4198 Epoch 1/2... Discriminator Loss: 0.8042... Generator Loss: 1.2846 Epoch 1/2... Discriminator Loss: 1.1592... Generator Loss: 0.7785 Epoch 1/2... Discriminator Loss: 0.8442... Generator Loss: 1.1421 Epoch 1/2... Discriminator Loss: 0.9663... Generator Loss: 1.1207 Epoch 1/2... Discriminator Loss: 0.8235... Generator Loss: 1.1765
Epoch 1/2... Discriminator Loss: 0.6856... Generator Loss: 1.8617 Epoch 1/2... Discriminator Loss: 1.1887... Generator Loss: 0.8263 Epoch 1/2... Discriminator Loss: 0.7711... Generator Loss: 1.3715 Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.0727 Epoch 1/2... Discriminator Loss: 0.8056... Generator Loss: 1.3488 Epoch 1/2... Discriminator Loss: 0.6828... Generator Loss: 1.7852 Epoch 1/2... Discriminator Loss: 1.1008... Generator Loss: 0.8069 Epoch 1/2... Discriminator Loss: 0.9529... Generator Loss: 1.3351 Epoch 1/2... Discriminator Loss: 0.6672... Generator Loss: 1.7459 Epoch 1/2... Discriminator Loss: 1.0281... Generator Loss: 0.8145
Epoch 1/2... Discriminator Loss: 0.8300... Generator Loss: 1.1299 Epoch 1/2... Discriminator Loss: 0.8522... Generator Loss: 1.2928 Epoch 1/2... Discriminator Loss: 0.8894... Generator Loss: 1.0170 Epoch 1/2... Discriminator Loss: 0.6815... Generator Loss: 1.5780 Epoch 1/2... Discriminator Loss: 1.0893... Generator Loss: 0.8003 Epoch 1/2... Discriminator Loss: 0.8596... Generator Loss: 1.0591 Epoch 1/2... Discriminator Loss: 1.0939... Generator Loss: 0.7885 Epoch 1/2... Discriminator Loss: 1.5084... Generator Loss: 0.4186 Epoch 1/2... Discriminator Loss: 0.9973... Generator Loss: 0.9472 Epoch 1/2... Discriminator Loss: 0.6703... Generator Loss: 1.5307
Epoch 1/2... Discriminator Loss: 0.6744... Generator Loss: 2.3002 Epoch 1/2... Discriminator Loss: 0.8002... Generator Loss: 1.1524 Epoch 1/2... Discriminator Loss: 0.8681... Generator Loss: 1.3490 Epoch 1/2... Discriminator Loss: 0.8099... Generator Loss: 1.3439 Epoch 1/2... Discriminator Loss: 0.6569... Generator Loss: 1.5172 Epoch 1/2... Discriminator Loss: 0.8682... Generator Loss: 1.1890 Epoch 1/2... Discriminator Loss: 0.6071... Generator Loss: 1.9376 Epoch 1/2... Discriminator Loss: 0.8431... Generator Loss: 1.0724 Epoch 1/2... Discriminator Loss: 0.6911... Generator Loss: 1.7548 Epoch 1/2... Discriminator Loss: 0.7592... Generator Loss: 1.2173
Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.1785 Epoch 1/2... Discriminator Loss: 0.6742... Generator Loss: 1.9287 Epoch 1/2... Discriminator Loss: 0.9473... Generator Loss: 0.9049 Epoch 1/2... Discriminator Loss: 0.8307... Generator Loss: 1.0738 Epoch 1/2... Discriminator Loss: 0.7053... Generator Loss: 1.5158 Epoch 1/2... Discriminator Loss: 0.7023... Generator Loss: 1.6081 Epoch 1/2... Discriminator Loss: 0.6955... Generator Loss: 1.4886 Epoch 1/2... Discriminator Loss: 0.6434... Generator Loss: 1.6708 Epoch 1/2... Discriminator Loss: 1.0354... Generator Loss: 1.0102 Epoch 1/2... Discriminator Loss: 2.0816... Generator Loss: 0.3124
Epoch 1/2... Discriminator Loss: 0.9217... Generator Loss: 1.1157 Epoch 1/2... Discriminator Loss: 0.8269... Generator Loss: 1.1589 Epoch 1/2... Discriminator Loss: 0.9510... Generator Loss: 0.8270 Epoch 1/2... Discriminator Loss: 1.4268... Generator Loss: 0.4888 Epoch 1/2... Discriminator Loss: 0.5961... Generator Loss: 1.7095 Epoch 1/2... Discriminator Loss: 0.5725... Generator Loss: 1.8119 Epoch 1/2... Discriminator Loss: 0.6348... Generator Loss: 1.8641 Epoch 1/2... Discriminator Loss: 0.9010... Generator Loss: 1.1112 Epoch 1/2... Discriminator Loss: 0.7692... Generator Loss: 2.1795 Epoch 1/2... Discriminator Loss: 0.6114... Generator Loss: 1.9935
Epoch 1/2... Discriminator Loss: 0.7150... Generator Loss: 1.3378 Epoch 1/2... Discriminator Loss: 0.5699... Generator Loss: 2.1097 Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 3.4022 Epoch 1/2... Discriminator Loss: 0.8395... Generator Loss: 1.1853 Epoch 1/2... Discriminator Loss: 0.6220... Generator Loss: 1.8684 Epoch 1/2... Discriminator Loss: 1.1838... Generator Loss: 0.7328 Epoch 1/2... Discriminator Loss: 0.8001... Generator Loss: 2.2322 Epoch 1/2... Discriminator Loss: 0.8210... Generator Loss: 1.2149 Epoch 1/2... Discriminator Loss: 0.5203... Generator Loss: 2.3916 Epoch 1/2... Discriminator Loss: 0.8910... Generator Loss: 1.1519
Epoch 1/2... Discriminator Loss: 0.9300... Generator Loss: 0.9962 Epoch 1/2... Discriminator Loss: 0.7214... Generator Loss: 1.4061 Epoch 1/2... Discriminator Loss: 0.9434... Generator Loss: 0.9384 Epoch 1/2... Discriminator Loss: 0.8310... Generator Loss: 1.1059 Epoch 1/2... Discriminator Loss: 1.0640... Generator Loss: 0.7434 Epoch 1/2... Discriminator Loss: 0.6631... Generator Loss: 2.0770 Epoch 1/2... Discriminator Loss: 0.8009... Generator Loss: 1.2298 Epoch 1/2... Discriminator Loss: 0.8481... Generator Loss: 1.4598 Epoch 1/2... Discriminator Loss: 0.6727... Generator Loss: 1.6547 Epoch 1/2... Discriminator Loss: 0.6476... Generator Loss: 2.0903
Epoch 1/2... Discriminator Loss: 0.8540... Generator Loss: 1.0937 Epoch 1/2... Discriminator Loss: 0.5302... Generator Loss: 2.2555 Epoch 1/2... Discriminator Loss: 0.6534... Generator Loss: 1.7077 Epoch 1/2... Discriminator Loss: 0.9662... Generator Loss: 0.9086 Epoch 1/2... Discriminator Loss: 0.8670... Generator Loss: 1.2097 Epoch 1/2... Discriminator Loss: 1.0448... Generator Loss: 0.8616 Epoch 1/2... Discriminator Loss: 0.7308... Generator Loss: 2.3066 Epoch 1/2... Discriminator Loss: 0.6645... Generator Loss: 1.5759 Epoch 1/2... Discriminator Loss: 0.8993... Generator Loss: 2.4548 Epoch 1/2... Discriminator Loss: 0.7148... Generator Loss: 2.1897
Epoch 1/2... Discriminator Loss: 0.8857... Generator Loss: 1.0974 Epoch 1/2... Discriminator Loss: 1.6674... Generator Loss: 0.3792 Epoch 1/2... Discriminator Loss: 0.6312... Generator Loss: 2.1727 Epoch 1/2... Discriminator Loss: 1.0213... Generator Loss: 0.9322 Epoch 1/2... Discriminator Loss: 0.5411... Generator Loss: 1.8877 Epoch 1/2... Discriminator Loss: 1.0962... Generator Loss: 0.8333 Epoch 1/2... Discriminator Loss: 0.6811... Generator Loss: 1.8950 Epoch 1/2... Discriminator Loss: 0.6384... Generator Loss: 1.6744 Epoch 1/2... Discriminator Loss: 0.9806... Generator Loss: 0.8522 Epoch 1/2... Discriminator Loss: 0.9087... Generator Loss: 0.9347
Epoch 1/2... Discriminator Loss: 0.6863... Generator Loss: 1.6844 Epoch 1/2... Discriminator Loss: 0.8159... Generator Loss: 1.7284 Epoch 1/2... Discriminator Loss: 1.0109... Generator Loss: 0.8280 Epoch 1/2... Discriminator Loss: 0.7829... Generator Loss: 1.7986 Epoch 1/2... Discriminator Loss: 0.7367... Generator Loss: 1.6598 Epoch 1/2... Discriminator Loss: 0.6112... Generator Loss: 1.6288 Epoch 1/2... Discriminator Loss: 0.7938... Generator Loss: 1.1513 Epoch 1/2... Discriminator Loss: 0.8410... Generator Loss: 1.0821 Epoch 1/2... Discriminator Loss: 0.5945... Generator Loss: 2.0328 Epoch 1/2... Discriminator Loss: 0.5758... Generator Loss: 1.9709
Epoch 1/2... Discriminator Loss: 0.5765... Generator Loss: 1.9540 Epoch 1/2... Discriminator Loss: 0.6379... Generator Loss: 1.5613 Epoch 1/2... Discriminator Loss: 0.5853... Generator Loss: 2.1525 Epoch 1/2... Discriminator Loss: 1.1524... Generator Loss: 0.6394 Epoch 1/2... Discriminator Loss: 0.6740... Generator Loss: 1.4787 Epoch 1/2... Discriminator Loss: 0.6911... Generator Loss: 1.6680 Epoch 1/2... Discriminator Loss: 0.7093... Generator Loss: 1.7140 Epoch 1/2... Discriminator Loss: 0.8962... Generator Loss: 1.5481 Epoch 1/2... Discriminator Loss: 0.7143... Generator Loss: 1.3636 Epoch 1/2... Discriminator Loss: 0.6994... Generator Loss: 1.4758
Epoch 1/2... Discriminator Loss: 0.7941... Generator Loss: 1.2030 Epoch 1/2... Discriminator Loss: 0.9329... Generator Loss: 1.0493 Epoch 1/2... Discriminator Loss: 0.4631... Generator Loss: 2.8402 Epoch 1/2... Discriminator Loss: 0.6282... Generator Loss: 1.8262 Epoch 1/2... Discriminator Loss: 0.8605... Generator Loss: 1.1820 Epoch 1/2... Discriminator Loss: 0.6623... Generator Loss: 1.7887 Epoch 1/2... Discriminator Loss: 0.7270... Generator Loss: 1.8076 Epoch 1/2... Discriminator Loss: 0.6617... Generator Loss: 1.7272 Epoch 1/2... Discriminator Loss: 1.6480... Generator Loss: 0.4127 Epoch 1/2... Discriminator Loss: 1.2921... Generator Loss: 0.6533
Epoch 1/2... Discriminator Loss: 0.9615... Generator Loss: 0.9281 Epoch 1/2... Discriminator Loss: 1.0168... Generator Loss: 0.9014 Epoch 1/2... Discriminator Loss: 0.7611... Generator Loss: 1.4887 Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.2556 Epoch 1/2... Discriminator Loss: 0.7086... Generator Loss: 1.6830 Epoch 1/2... Discriminator Loss: 0.7823... Generator Loss: 1.4875 Epoch 1/2... Discriminator Loss: 0.7200... Generator Loss: 1.4195 Epoch 1/2... Discriminator Loss: 0.7153... Generator Loss: 1.3727 Epoch 1/2... Discriminator Loss: 0.7934... Generator Loss: 1.2657 Epoch 1/2... Discriminator Loss: 0.9463... Generator Loss: 1.0009
Epoch 1/2... Discriminator Loss: 1.1430... Generator Loss: 0.7345 Epoch 1/2... Discriminator Loss: 0.7135... Generator Loss: 1.4817 Epoch 1/2... Discriminator Loss: 0.8509... Generator Loss: 1.2124 Epoch 1/2... Discriminator Loss: 0.7420... Generator Loss: 1.2175 Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.3301 Epoch 1/2... Discriminator Loss: 0.6487... Generator Loss: 1.4587 Epoch 1/2... Discriminator Loss: 0.6761... Generator Loss: 1.4300 Epoch 1/2... Discriminator Loss: 0.5042... Generator Loss: 2.1357 Epoch 1/2... Discriminator Loss: 0.4775... Generator Loss: 2.2846 Epoch 1/2... Discriminator Loss: 0.5924... Generator Loss: 1.7411
Epoch 1/2... Discriminator Loss: 0.5920... Generator Loss: 3.0573 Epoch 1/2... Discriminator Loss: 0.8862... Generator Loss: 1.0769 Epoch 1/2... Discriminator Loss: 0.6913... Generator Loss: 2.0757 Epoch 1/2... Discriminator Loss: 1.0931... Generator Loss: 0.7852 Epoch 1/2... Discriminator Loss: 0.6176... Generator Loss: 1.6254 Epoch 1/2... Discriminator Loss: 0.5378... Generator Loss: 2.0571 Epoch 1/2... Discriminator Loss: 0.6154... Generator Loss: 1.7026 Epoch 1/2... Discriminator Loss: 0.7144... Generator Loss: 1.3530 Epoch 1/2... Discriminator Loss: 1.0763... Generator Loss: 0.8366 Epoch 1/2... Discriminator Loss: 0.5661... Generator Loss: 1.8751
Epoch 1/2... Discriminator Loss: 0.9417... Generator Loss: 0.9327 Epoch 1/2... Discriminator Loss: 0.6153... Generator Loss: 1.6618 Epoch 1/2... Discriminator Loss: 1.6858... Generator Loss: 4.5777 Epoch 1/2... Discriminator Loss: 0.4123... Generator Loss: 3.1876 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.4491 Epoch 1/2... Discriminator Loss: 1.0166... Generator Loss: 0.9467 Epoch 1/2... Discriminator Loss: 0.4240... Generator Loss: 3.2872 Epoch 1/2... Discriminator Loss: 0.7957... Generator Loss: 1.6342 Epoch 1/2... Discriminator Loss: 0.6290... Generator Loss: 1.8969 Epoch 1/2... Discriminator Loss: 0.5853... Generator Loss: 1.7947
Epoch 1/2... Discriminator Loss: 0.4230... Generator Loss: 2.9220 Epoch 1/2... Discriminator Loss: 0.5481... Generator Loss: 1.7531 Epoch 1/2... Discriminator Loss: 1.0272... Generator Loss: 1.3190 Epoch 1/2... Discriminator Loss: 0.7391... Generator Loss: 1.4618 Epoch 1/2... Discriminator Loss: 0.5633... Generator Loss: 1.8250 Epoch 1/2... Discriminator Loss: 0.5968... Generator Loss: 1.9695 Epoch 1/2... Discriminator Loss: 1.3396... Generator Loss: 0.6768 Epoch 1/2... Discriminator Loss: 0.8878... Generator Loss: 1.1683 Epoch 1/2... Discriminator Loss: 0.6314... Generator Loss: 1.6580 Epoch 1/2... Discriminator Loss: 0.5529... Generator Loss: 2.0560
Epoch 1/2... Discriminator Loss: 0.7332... Generator Loss: 1.4530 Epoch 1/2... Discriminator Loss: 0.6837... Generator Loss: 1.5084 Epoch 1/2... Discriminator Loss: 0.8815... Generator Loss: 1.2733 Epoch 1/2... Discriminator Loss: 0.6229... Generator Loss: 1.9036 Epoch 1/2... Discriminator Loss: 1.0131... Generator Loss: 0.9190 Epoch 1/2... Discriminator Loss: 0.6725... Generator Loss: 1.4667 Epoch 1/2... Discriminator Loss: 0.6667... Generator Loss: 2.1960 Epoch 1/2... Discriminator Loss: 0.6281... Generator Loss: 1.7228 Epoch 1/2... Discriminator Loss: 0.8232... Generator Loss: 1.1813 Epoch 1/2... Discriminator Loss: 0.8216... Generator Loss: 1.1606
Epoch 1/2... Discriminator Loss: 0.6485... Generator Loss: 1.5518 Epoch 1/2... Discriminator Loss: 0.9997... Generator Loss: 0.8696 Epoch 1/2... Discriminator Loss: 0.6658... Generator Loss: 1.5195 Epoch 1/2... Discriminator Loss: 0.6541... Generator Loss: 1.5572 Epoch 1/2... Discriminator Loss: 0.5688... Generator Loss: 1.9710 Epoch 2/2... Discriminator Loss: 0.5497... Generator Loss: 2.3314 Epoch 2/2... Discriminator Loss: 0.7647... Generator Loss: 3.7560 Epoch 2/2... Discriminator Loss: 0.6447... Generator Loss: 1.6417 Epoch 2/2... Discriminator Loss: 0.9283... Generator Loss: 1.0233 Epoch 2/2... Discriminator Loss: 0.6809... Generator Loss: 1.4034
Epoch 2/2... Discriminator Loss: 0.7504... Generator Loss: 1.2081 Epoch 2/2... Discriminator Loss: 0.8331... Generator Loss: 1.1659 Epoch 2/2... Discriminator Loss: 0.6897... Generator Loss: 1.9619 Epoch 2/2... Discriminator Loss: 0.7153... Generator Loss: 1.4173 Epoch 2/2... Discriminator Loss: 0.6530... Generator Loss: 1.5029 Epoch 2/2... Discriminator Loss: 1.2196... Generator Loss: 0.6620 Epoch 2/2... Discriminator Loss: 1.1448... Generator Loss: 0.7304 Epoch 2/2... Discriminator Loss: 0.7180... Generator Loss: 1.4220 Epoch 2/2... Discriminator Loss: 0.5480... Generator Loss: 2.0271 Epoch 2/2... Discriminator Loss: 0.7737... Generator Loss: 1.3474
Epoch 2/2... Discriminator Loss: 0.7371... Generator Loss: 1.3873 Epoch 2/2... Discriminator Loss: 0.8386... Generator Loss: 1.2067 Epoch 2/2... Discriminator Loss: 0.5010... Generator Loss: 2.1741 Epoch 2/2... Discriminator Loss: 0.6991... Generator Loss: 2.4929 Epoch 2/2... Discriminator Loss: 0.8777... Generator Loss: 1.1810 Epoch 2/2... Discriminator Loss: 0.9338... Generator Loss: 1.0385 Epoch 2/2... Discriminator Loss: 0.6598... Generator Loss: 1.4975 Epoch 2/2... Discriminator Loss: 0.7417... Generator Loss: 1.3800 Epoch 2/2... Discriminator Loss: 0.7095... Generator Loss: 1.4892 Epoch 2/2... Discriminator Loss: 0.7211... Generator Loss: 1.3329
Epoch 2/2... Discriminator Loss: 0.5914... Generator Loss: 2.3990 Epoch 2/2... Discriminator Loss: 0.8321... Generator Loss: 1.1967 Epoch 2/2... Discriminator Loss: 0.8055... Generator Loss: 1.1728 Epoch 2/2... Discriminator Loss: 0.6119... Generator Loss: 1.6701 Epoch 2/2... Discriminator Loss: 0.7391... Generator Loss: 1.2093 Epoch 2/2... Discriminator Loss: 0.5013... Generator Loss: 2.1846 Epoch 2/2... Discriminator Loss: 0.6187... Generator Loss: 1.6943 Epoch 2/2... Discriminator Loss: 0.6444... Generator Loss: 1.7425 Epoch 2/2... Discriminator Loss: 0.8055... Generator Loss: 1.1504 Epoch 2/2... Discriminator Loss: 0.4781... Generator Loss: 2.3360
Epoch 2/2... Discriminator Loss: 1.3103... Generator Loss: 0.6162 Epoch 2/2... Discriminator Loss: 1.2650... Generator Loss: 0.7090 Epoch 2/2... Discriminator Loss: 0.6915... Generator Loss: 1.4179 Epoch 2/2... Discriminator Loss: 0.7138... Generator Loss: 1.6879 Epoch 2/2... Discriminator Loss: 0.7132... Generator Loss: 1.4525 Epoch 2/2... Discriminator Loss: 0.6147... Generator Loss: 2.0355 Epoch 2/2... Discriminator Loss: 2.1297... Generator Loss: 0.2739 Epoch 2/2... Discriminator Loss: 0.9600... Generator Loss: 1.1134 Epoch 2/2... Discriminator Loss: 0.4861... Generator Loss: 2.6149 Epoch 2/2... Discriminator Loss: 0.5740... Generator Loss: 1.8907
Epoch 2/2... Discriminator Loss: 0.8209... Generator Loss: 1.2371 Epoch 2/2... Discriminator Loss: 0.9162... Generator Loss: 0.9151 Epoch 2/2... Discriminator Loss: 1.3002... Generator Loss: 0.6232 Epoch 2/2... Discriminator Loss: 0.6793... Generator Loss: 1.6532 Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.6734 Epoch 2/2... Discriminator Loss: 0.4286... Generator Loss: 2.7707 Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.9017 Epoch 2/2... Discriminator Loss: 0.5682... Generator Loss: 2.0561 Epoch 2/2... Discriminator Loss: 0.8497... Generator Loss: 1.0551 Epoch 2/2... Discriminator Loss: 1.7216... Generator Loss: 0.4056
Epoch 2/2... Discriminator Loss: 0.5646... Generator Loss: 1.8145 Epoch 2/2... Discriminator Loss: 0.6267... Generator Loss: 1.8645 Epoch 2/2... Discriminator Loss: 1.4912... Generator Loss: 0.5062 Epoch 2/2... Discriminator Loss: 0.7756... Generator Loss: 1.3627 Epoch 2/2... Discriminator Loss: 0.8158... Generator Loss: 1.1865 Epoch 2/2... Discriminator Loss: 0.7419... Generator Loss: 1.4268 Epoch 2/2... Discriminator Loss: 1.0423... Generator Loss: 0.8742 Epoch 2/2... Discriminator Loss: 0.4821... Generator Loss: 2.3878 Epoch 2/2... Discriminator Loss: 0.9049... Generator Loss: 1.1358 Epoch 2/2... Discriminator Loss: 0.7107... Generator Loss: 1.4285
Epoch 2/2... Discriminator Loss: 0.8170... Generator Loss: 1.2115 Epoch 2/2... Discriminator Loss: 0.7368... Generator Loss: 1.4361 Epoch 2/2... Discriminator Loss: 1.0500... Generator Loss: 0.8383 Epoch 2/2... Discriminator Loss: 0.5895... Generator Loss: 1.9885 Epoch 2/2... Discriminator Loss: 0.7352... Generator Loss: 1.2443 Epoch 2/2... Discriminator Loss: 0.6620... Generator Loss: 1.4883 Epoch 2/2... Discriminator Loss: 0.6862... Generator Loss: 1.5972 Epoch 2/2... Discriminator Loss: 1.0207... Generator Loss: 0.9197 Epoch 2/2... Discriminator Loss: 0.6974... Generator Loss: 1.3853 Epoch 2/2... Discriminator Loss: 0.7792... Generator Loss: 1.2126
Epoch 2/2... Discriminator Loss: 0.5920... Generator Loss: 1.7516 Epoch 2/2... Discriminator Loss: 0.5058... Generator Loss: 2.8389 Epoch 2/2... Discriminator Loss: 0.6117... Generator Loss: 1.6993 Epoch 2/2... Discriminator Loss: 0.8231... Generator Loss: 1.1774 Epoch 2/2... Discriminator Loss: 0.6056... Generator Loss: 1.9005 Epoch 2/2... Discriminator Loss: 0.7521... Generator Loss: 1.3973 Epoch 2/2... Discriminator Loss: 1.4951... Generator Loss: 4.1507 Epoch 2/2... Discriminator Loss: 0.6852... Generator Loss: 2.2412 Epoch 2/2... Discriminator Loss: 0.5726... Generator Loss: 1.7956 Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 1.6274
Epoch 2/2... Discriminator Loss: 0.8257... Generator Loss: 1.0735 Epoch 2/2... Discriminator Loss: 0.7959... Generator Loss: 1.3611 Epoch 2/2... Discriminator Loss: 0.5942... Generator Loss: 1.7695 Epoch 2/2... Discriminator Loss: 0.6119... Generator Loss: 1.6055 Epoch 2/2... Discriminator Loss: 1.0726... Generator Loss: 0.7741 Epoch 2/2... Discriminator Loss: 0.8470... Generator Loss: 1.3982 Epoch 2/2... Discriminator Loss: 0.6024... Generator Loss: 2.0804 Epoch 2/2... Discriminator Loss: 0.7031... Generator Loss: 2.0936 Epoch 2/2... Discriminator Loss: 0.7144... Generator Loss: 1.3652 Epoch 2/2... Discriminator Loss: 0.4646... Generator Loss: 2.5111
Epoch 2/2... Discriminator Loss: 0.7009... Generator Loss: 1.7807 Epoch 2/2... Discriminator Loss: 0.6602... Generator Loss: 1.6685 Epoch 2/2... Discriminator Loss: 1.8596... Generator Loss: 0.4109 Epoch 2/2... Discriminator Loss: 0.6663... Generator Loss: 1.4377 Epoch 2/2... Discriminator Loss: 0.7817... Generator Loss: 1.1194 Epoch 2/2... Discriminator Loss: 0.8073... Generator Loss: 2.6870 Epoch 2/2... Discriminator Loss: 0.8829... Generator Loss: 1.2848 Epoch 2/2... Discriminator Loss: 1.2444... Generator Loss: 0.7271 Epoch 2/2... Discriminator Loss: 0.6046... Generator Loss: 1.7346 Epoch 2/2... Discriminator Loss: 0.7294... Generator Loss: 1.3237
Epoch 2/2... Discriminator Loss: 0.6324... Generator Loss: 1.6086 Epoch 2/2... Discriminator Loss: 0.4760... Generator Loss: 2.4007 Epoch 2/2... Discriminator Loss: 0.7333... Generator Loss: 1.3666 Epoch 2/2... Discriminator Loss: 0.5471... Generator Loss: 2.4747 Epoch 2/2... Discriminator Loss: 0.5931... Generator Loss: 1.8262 Epoch 2/2... Discriminator Loss: 0.6490... Generator Loss: 1.7818 Epoch 2/2... Discriminator Loss: 0.5534... Generator Loss: 1.9572 Epoch 2/2... Discriminator Loss: 0.9138... Generator Loss: 0.8486 Epoch 2/2... Discriminator Loss: 0.4953... Generator Loss: 2.3540 Epoch 2/2... Discriminator Loss: 1.8707... Generator Loss: 0.3556
Epoch 2/2... Discriminator Loss: 0.4947... Generator Loss: 2.2316 Epoch 2/2... Discriminator Loss: 0.8344... Generator Loss: 1.0663 Epoch 2/2... Discriminator Loss: 0.4303... Generator Loss: 3.2226 Epoch 2/2... Discriminator Loss: 0.8580... Generator Loss: 1.1212 Epoch 2/2... Discriminator Loss: 0.8190... Generator Loss: 1.3029 Epoch 2/2... Discriminator Loss: 0.7262... Generator Loss: 1.4012 Epoch 2/2... Discriminator Loss: 1.0434... Generator Loss: 0.9066 Epoch 2/2... Discriminator Loss: 0.5629... Generator Loss: 2.0481 Epoch 2/2... Discriminator Loss: 0.8265... Generator Loss: 1.2683 Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.9579
Epoch 2/2... Discriminator Loss: 0.9240... Generator Loss: 0.9721 Epoch 2/2... Discriminator Loss: 0.6313... Generator Loss: 2.0312 Epoch 2/2... Discriminator Loss: 0.8428... Generator Loss: 1.9402 Epoch 2/2... Discriminator Loss: 0.6161... Generator Loss: 1.8821 Epoch 2/2... Discriminator Loss: 0.8382... Generator Loss: 1.3807 Epoch 2/2... Discriminator Loss: 0.8848... Generator Loss: 1.0517 Epoch 2/2... Discriminator Loss: 0.6866... Generator Loss: 1.4434 Epoch 2/2... Discriminator Loss: 0.5288... Generator Loss: 2.2327 Epoch 2/2... Discriminator Loss: 1.9919... Generator Loss: 0.2684 Epoch 2/2... Discriminator Loss: 1.1525... Generator Loss: 0.6990
Epoch 2/2... Discriminator Loss: 0.6320... Generator Loss: 1.5995 Epoch 2/2... Discriminator Loss: 0.6541... Generator Loss: 1.4524 Epoch 2/2... Discriminator Loss: 1.0567... Generator Loss: 0.7809 Epoch 2/2... Discriminator Loss: 0.5779... Generator Loss: 1.8789 Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.9815 Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.9112 Epoch 2/2... Discriminator Loss: 1.0121... Generator Loss: 0.8454 Epoch 2/2... Discriminator Loss: 0.5542... Generator Loss: 1.9321 Epoch 2/2... Discriminator Loss: 0.7432... Generator Loss: 1.4584 Epoch 2/2... Discriminator Loss: 0.7147... Generator Loss: 1.3862
Epoch 2/2... Discriminator Loss: 0.8018... Generator Loss: 1.1582 Epoch 2/2... Discriminator Loss: 0.6779... Generator Loss: 1.5074 Epoch 2/2... Discriminator Loss: 0.6190... Generator Loss: 1.6230 Epoch 2/2... Discriminator Loss: 0.6121... Generator Loss: 1.7436 Epoch 2/2... Discriminator Loss: 1.2274... Generator Loss: 0.7990 Epoch 2/2... Discriminator Loss: 0.6147... Generator Loss: 1.6385 Epoch 2/2... Discriminator Loss: 0.5468... Generator Loss: 1.9783 Epoch 2/2... Discriminator Loss: 1.0026... Generator Loss: 0.8575 Epoch 2/2... Discriminator Loss: 1.2666... Generator Loss: 0.6537 Epoch 2/2... Discriminator Loss: 0.5958... Generator Loss: 2.1503
Epoch 2/2... Discriminator Loss: 0.9891... Generator Loss: 0.9751 Epoch 2/2... Discriminator Loss: 1.1463... Generator Loss: 0.6930 Epoch 2/2... Discriminator Loss: 1.0388... Generator Loss: 0.9079 Epoch 2/2... Discriminator Loss: 0.7203... Generator Loss: 1.3183 Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.2286 Epoch 2/2... Discriminator Loss: 0.6358... Generator Loss: 1.6635 Epoch 2/2... Discriminator Loss: 0.6977... Generator Loss: 1.6382 Epoch 2/2... Discriminator Loss: 0.4618... Generator Loss: 2.2891 Epoch 2/2... Discriminator Loss: 0.7291... Generator Loss: 1.4566 Epoch 2/2... Discriminator Loss: 0.9128... Generator Loss: 1.0034
Epoch 2/2... Discriminator Loss: 0.8175... Generator Loss: 1.2049 Epoch 2/2... Discriminator Loss: 0.6148... Generator Loss: 1.5315 Epoch 2/2... Discriminator Loss: 0.6726... Generator Loss: 1.4818 Epoch 2/2... Discriminator Loss: 0.6871... Generator Loss: 1.4216 Epoch 2/2... Discriminator Loss: 0.8945... Generator Loss: 1.0074 Epoch 2/2... Discriminator Loss: 0.8197... Generator Loss: 1.1803 Epoch 2/2... Discriminator Loss: 0.7374... Generator Loss: 1.3637 Epoch 2/2... Discriminator Loss: 0.9443... Generator Loss: 0.9092 Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 1.9695 Epoch 2/2... Discriminator Loss: 0.6013... Generator Loss: 1.7488
Epoch 2/2... Discriminator Loss: 1.1018... Generator Loss: 0.8041 Epoch 2/2... Discriminator Loss: 0.8510... Generator Loss: 1.1332 Epoch 2/2... Discriminator Loss: 0.7448... Generator Loss: 1.4430 Epoch 2/2... Discriminator Loss: 0.6417... Generator Loss: 1.6772 Epoch 2/2... Discriminator Loss: 0.7176... Generator Loss: 1.7596 Epoch 2/2... Discriminator Loss: 0.5802... Generator Loss: 1.9383 Epoch 2/2... Discriminator Loss: 0.7968... Generator Loss: 1.3125 Epoch 2/2... Discriminator Loss: 0.7506... Generator Loss: 1.3323 Epoch 2/2... Discriminator Loss: 0.9810... Generator Loss: 0.8284 Epoch 2/2... Discriminator Loss: 1.6068... Generator Loss: 0.4871
Epoch 2/2... Discriminator Loss: 0.9948... Generator Loss: 2.7766 Epoch 2/2... Discriminator Loss: 0.6170... Generator Loss: 1.9499 Epoch 2/2... Discriminator Loss: 0.6300... Generator Loss: 1.5548 Epoch 2/2... Discriminator Loss: 1.7403... Generator Loss: 0.4847 Epoch 2/2... Discriminator Loss: 0.5507... Generator Loss: 1.9613 Epoch 2/2... Discriminator Loss: 0.4595... Generator Loss: 2.8055 Epoch 2/2... Discriminator Loss: 0.6506... Generator Loss: 1.4937 Epoch 2/2... Discriminator Loss: 0.8044... Generator Loss: 1.2497 Epoch 2/2... Discriminator Loss: 2.1572... Generator Loss: 0.3093 Epoch 2/2... Discriminator Loss: 0.6861... Generator Loss: 1.3528
Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 2.2679 Epoch 2/2... Discriminator Loss: 0.9697... Generator Loss: 0.8828 Epoch 2/2... Discriminator Loss: 1.0554... Generator Loss: 0.7579 Epoch 2/2... Discriminator Loss: 0.8826... Generator Loss: 1.1065 Epoch 2/2... Discriminator Loss: 0.6650... Generator Loss: 1.5606 Epoch 2/2... Discriminator Loss: 0.7061... Generator Loss: 1.5492 Epoch 2/2... Discriminator Loss: 0.6051... Generator Loss: 1.6883 Epoch 2/2... Discriminator Loss: 0.5023... Generator Loss: 2.4399 Epoch 2/2... Discriminator Loss: 0.6333... Generator Loss: 1.6376 Epoch 2/2... Discriminator Loss: 0.7509... Generator Loss: 1.2399
Epoch 2/2... Discriminator Loss: 0.6988... Generator Loss: 1.3012 Epoch 2/2... Discriminator Loss: 0.5907... Generator Loss: 1.7305 Epoch 2/2... Discriminator Loss: 2.0128... Generator Loss: 0.2722 Epoch 2/2... Discriminator Loss: 1.0198... Generator Loss: 0.9143 Epoch 2/2... Discriminator Loss: 0.4112... Generator Loss: 2.9006 Epoch 2/2... Discriminator Loss: 0.6731... Generator Loss: 1.5474 Epoch 2/2... Discriminator Loss: 0.7365... Generator Loss: 1.3346 Epoch 2/2... Discriminator Loss: 0.6884... Generator Loss: 1.7305 Epoch 2/2... Discriminator Loss: 0.6589... Generator Loss: 1.4040 Epoch 2/2... Discriminator Loss: 0.7216... Generator Loss: 1.4286
Epoch 2/2... Discriminator Loss: 1.1012... Generator Loss: 0.7215 Epoch 2/2... Discriminator Loss: 0.6084... Generator Loss: 1.7407 Epoch 2/2... Discriminator Loss: 0.7421... Generator Loss: 1.3951 Epoch 2/2... Discriminator Loss: 0.4609... Generator Loss: 2.9064 Epoch 2/2... Discriminator Loss: 0.5133... Generator Loss: 2.4876 Epoch 2/2... Discriminator Loss: 0.8339... Generator Loss: 1.1552 Epoch 2/2... Discriminator Loss: 0.6554... Generator Loss: 1.9325 Epoch 2/2... Discriminator Loss: 0.6236... Generator Loss: 2.1300 Epoch 2/2... Discriminator Loss: 0.8802... Generator Loss: 1.1600 Epoch 2/2... Discriminator Loss: 0.5644... Generator Loss: 1.8113
Epoch 2/2... Discriminator Loss: 0.4536... Generator Loss: 2.5461 Epoch 2/2... Discriminator Loss: 0.6938... Generator Loss: 1.4827 Epoch 2/2... Discriminator Loss: 0.8501... Generator Loss: 1.1425 Epoch 2/2... Discriminator Loss: 0.5827... Generator Loss: 1.8601 Epoch 2/2... Discriminator Loss: 0.9818... Generator Loss: 0.8346 Epoch 2/2... Discriminator Loss: 0.6995... Generator Loss: 1.4002 Epoch 2/2... Discriminator Loss: 0.6969... Generator Loss: 1.2972 Epoch 2/2... Discriminator Loss: 0.6914... Generator Loss: 1.2957 Epoch 2/2... Discriminator Loss: 0.8151... Generator Loss: 1.3308 Epoch 2/2... Discriminator Loss: 0.5817... Generator Loss: 1.7626
Epoch 2/2... Discriminator Loss: 0.7390... Generator Loss: 1.4727 Epoch 2/2... Discriminator Loss: 0.4212... Generator Loss: 3.2340 Epoch 2/2... Discriminator Loss: 0.4597... Generator Loss: 2.3340 Epoch 2/2... Discriminator Loss: 0.5459... Generator Loss: 1.8334 Epoch 2/2... Discriminator Loss: 0.5530... Generator Loss: 1.7742 Epoch 2/2... Discriminator Loss: 0.7728... Generator Loss: 1.1533 Epoch 2/2... Discriminator Loss: 0.8805... Generator Loss: 1.1409 Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.0434 Epoch 2/2... Discriminator Loss: 0.6122... Generator Loss: 2.1387 Epoch 2/2... Discriminator Loss: 0.6118... Generator Loss: 1.7992
Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.7742 Epoch 2/2... Discriminator Loss: 0.5283... Generator Loss: 3.9125 Epoch 2/2... Discriminator Loss: 0.6774... Generator Loss: 1.4677 Epoch 2/2... Discriminator Loss: 0.8852... Generator Loss: 1.1588 Epoch 2/2... Discriminator Loss: 0.6542... Generator Loss: 1.6005 Epoch 2/2... Discriminator Loss: 0.5553... Generator Loss: 1.9305 Epoch 2/2... Discriminator Loss: 0.4561... Generator Loss: 2.6960 Epoch 2/2... Discriminator Loss: 0.7404... Generator Loss: 1.3280 Epoch 2/2... Discriminator Loss: 1.0031... Generator Loss: 0.8890 Epoch 2/2... Discriminator Loss: 0.5852... Generator Loss: 1.7878
Epoch 2/2... Discriminator Loss: 0.5351... Generator Loss: 2.3246 Epoch 2/2... Discriminator Loss: 0.7510... Generator Loss: 1.2819 Epoch 2/2... Discriminator Loss: 0.9120... Generator Loss: 1.1399 Epoch 2/2... Discriminator Loss: 0.5578... Generator Loss: 1.9743 Epoch 2/2... Discriminator Loss: 0.7112... Generator Loss: 1.3364 Epoch 2/2... Discriminator Loss: 0.5772... Generator Loss: 1.8823 Epoch 2/2... Discriminator Loss: 1.3123... Generator Loss: 1.0374 Epoch 2/2... Discriminator Loss: 0.6338... Generator Loss: 2.0575 Epoch 2/2... Discriminator Loss: 1.0498... Generator Loss: 0.9838 Epoch 2/2... Discriminator Loss: 0.4510... Generator Loss: 2.7696
Epoch 2/2... Discriminator Loss: 1.3794... Generator Loss: 0.5999 Epoch 2/2... Discriminator Loss: 0.5669... Generator Loss: 2.9301 Epoch 2/2... Discriminator Loss: 0.5196... Generator Loss: 1.9827 Epoch 2/2... Discriminator Loss: 0.8064... Generator Loss: 1.1342 Epoch 2/2... Discriminator Loss: 0.7618... Generator Loss: 2.8220 Epoch 2/2... Discriminator Loss: 0.5961... Generator Loss: 1.8676 Epoch 2/2... Discriminator Loss: 1.6540... Generator Loss: 0.4196 Epoch 2/2... Discriminator Loss: 0.5021... Generator Loss: 2.1337 Epoch 2/2... Discriminator Loss: 0.8242... Generator Loss: 1.0712 Epoch 2/2... Discriminator Loss: 0.5044... Generator Loss: 2.1309
Epoch 2/2... Discriminator Loss: 0.7082... Generator Loss: 1.4474 Epoch 2/2... Discriminator Loss: 0.9123... Generator Loss: 0.9205 Epoch 2/2... Discriminator Loss: 0.9981... Generator Loss: 0.9215 Epoch 2/2... Discriminator Loss: 0.6085... Generator Loss: 1.7024 Epoch 2/2... Discriminator Loss: 0.6707... Generator Loss: 1.4596 Epoch 2/2... Discriminator Loss: 0.7188... Generator Loss: 1.3211 Epoch 2/2... Discriminator Loss: 0.6761... Generator Loss: 1.3734 Epoch 2/2... Discriminator Loss: 0.7244... Generator Loss: 1.3081 Epoch 2/2... Discriminator Loss: 0.7808... Generator Loss: 1.2122 Epoch 2/2... Discriminator Loss: 0.9988... Generator Loss: 0.8595
Epoch 2/2... Discriminator Loss: 0.6061... Generator Loss: 1.7569 Epoch 2/2... Discriminator Loss: 0.5732... Generator Loss: 1.9378 Epoch 2/2... Discriminator Loss: 0.5035... Generator Loss: 2.4425 Epoch 2/2... Discriminator Loss: 0.5071... Generator Loss: 2.1190 Epoch 2/2... Discriminator Loss: 0.4182... Generator Loss: 3.0358 Epoch 2/2... Discriminator Loss: 0.5149... Generator Loss: 2.0323 Epoch 2/2... Discriminator Loss: 0.5074... Generator Loss: 2.0830 Epoch 2/2... Discriminator Loss: 0.6087... Generator Loss: 1.8479 Epoch 2/2... Discriminator Loss: 0.7930... Generator Loss: 2.5670 Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 1.5079
Epoch 2/2... Discriminator Loss: 0.5241... Generator Loss: 2.4813 Epoch 2/2... Discriminator Loss: 0.5951... Generator Loss: 1.7877 Epoch 2/2... Discriminator Loss: 0.8358... Generator Loss: 1.2697 Epoch 2/2... Discriminator Loss: 0.8273... Generator Loss: 2.6175 Epoch 2/2... Discriminator Loss: 0.7295... Generator Loss: 1.4416 Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 4.6757 Epoch 2/2... Discriminator Loss: 0.7993... Generator Loss: 2.0010 Epoch 2/2... Discriminator Loss: 0.6081... Generator Loss: 1.7814 Epoch 2/2... Discriminator Loss: 0.4820... Generator Loss: 2.5575 Epoch 2/2... Discriminator Loss: 0.9722... Generator Loss: 0.8321
Epoch 2/2... Discriminator Loss: 0.7517... Generator Loss: 1.3244 Epoch 2/2... Discriminator Loss: 0.9099... Generator Loss: 1.1161 Epoch 2/2... Discriminator Loss: 0.4917... Generator Loss: 2.2511 Epoch 2/2... Discriminator Loss: 1.0780... Generator Loss: 0.7931 Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.4798 Epoch 2/2... Discriminator Loss: 0.6374... Generator Loss: 1.7585 Epoch 2/2... Discriminator Loss: 1.1572... Generator Loss: 0.7669 Epoch 2/2... Discriminator Loss: 0.6229... Generator Loss: 2.5136 Epoch 2/2... Discriminator Loss: 1.1031... Generator Loss: 0.8466 Epoch 2/2... Discriminator Loss: 0.7289... Generator Loss: 1.4041
Epoch 2/2... Discriminator Loss: 0.5558... Generator Loss: 2.0194 Epoch 2/2... Discriminator Loss: 0.6254... Generator Loss: 1.6332 Epoch 2/2... Discriminator Loss: 0.6557... Generator Loss: 1.6125 Epoch 2/2... Discriminator Loss: 0.4922... Generator Loss: 2.5805 Epoch 2/2... Discriminator Loss: 0.7546... Generator Loss: 1.2776 Epoch 2/2... Discriminator Loss: 0.5856... Generator Loss: 1.8626 Epoch 2/2... Discriminator Loss: 0.6956... Generator Loss: 1.4340 Epoch 2/2... Discriminator Loss: 0.7581... Generator Loss: 1.4576 Epoch 2/2... Discriminator Loss: 0.8097... Generator Loss: 1.1480 Epoch 2/2... Discriminator Loss: 0.7317... Generator Loss: 1.3130
Epoch 2/2... Discriminator Loss: 0.5271... Generator Loss: 2.1472 Epoch 2/2... Discriminator Loss: 0.7297... Generator Loss: 1.4044 Epoch 2/2... Discriminator Loss: 0.5323... Generator Loss: 2.0305 Epoch 2/2... Discriminator Loss: 0.6862... Generator Loss: 1.5968 Epoch 2/2... Discriminator Loss: 0.4202... Generator Loss: 2.9949 Epoch 2/2... Discriminator Loss: 0.7471... Generator Loss: 1.2798 Epoch 2/2... Discriminator Loss: 0.6791... Generator Loss: 1.5455 Epoch 2/2... Discriminator Loss: 0.5365... Generator Loss: 2.0062 Epoch 2/2... Discriminator Loss: 0.7211... Generator Loss: 1.3747 Epoch 2/2... Discriminator Loss: 0.4826... Generator Loss: 2.3970
Epoch 2/2... Discriminator Loss: 0.3781... Generator Loss: 3.4144 Epoch 2/2... Discriminator Loss: 0.6084... Generator Loss: 1.9775 Epoch 2/2... Discriminator Loss: 1.4544... Generator Loss: 0.6590 Epoch 2/2... Discriminator Loss: 1.2117... Generator Loss: 0.6182 Epoch 2/2... Discriminator Loss: 0.6675... Generator Loss: 1.5694 Epoch 2/2... Discriminator Loss: 0.6167... Generator Loss: 1.9076 Epoch 2/2... Discriminator Loss: 0.4734... Generator Loss: 2.4063 Epoch 2/2... Discriminator Loss: 1.4828... Generator Loss: 4.4935 Epoch 2/2... Discriminator Loss: 0.5284... Generator Loss: 2.5577 Epoch 2/2... Discriminator Loss: 0.5244... Generator Loss: 1.9953
Epoch 2/2... Discriminator Loss: 0.7401... Generator Loss: 1.2459 Epoch 2/2... Discriminator Loss: 0.4767... Generator Loss: 2.4014 Epoch 2/2... Discriminator Loss: 0.7574... Generator Loss: 1.1993 Epoch 2/2... Discriminator Loss: 0.5984... Generator Loss: 1.9981 Epoch 2/2... Discriminator Loss: 0.4266... Generator Loss: 2.8167 Epoch 2/2... Discriminator Loss: 0.6721... Generator Loss: 1.7808 Epoch 2/2... Discriminator Loss: 1.0490... Generator Loss: 0.8815 Epoch 2/2... Discriminator Loss: 1.0735... Generator Loss: 0.8843 Epoch 2/2... Discriminator Loss: 1.0247... Generator Loss: 0.9146 Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 2.1295
Epoch 2/2... Discriminator Loss: 0.7232... Generator Loss: 1.3639 Epoch 2/2... Discriminator Loss: 0.6049... Generator Loss: 2.3370 Epoch 2/2... Discriminator Loss: 0.7936... Generator Loss: 1.2226 Epoch 2/2... Discriminator Loss: 0.5648... Generator Loss: 1.9312 Epoch 2/2... Discriminator Loss: 0.6787... Generator Loss: 1.3784 Epoch 2/2... Discriminator Loss: 0.8533... Generator Loss: 0.9457 Epoch 2/2... Discriminator Loss: 0.5722... Generator Loss: 1.8437 Epoch 2/2... Discriminator Loss: 1.3791... Generator Loss: 0.6505 Epoch 2/2... Discriminator Loss: 0.5672... Generator Loss: 1.8845 Epoch 2/2... Discriminator Loss: 0.7268... Generator Loss: 1.4361
Epoch 2/2... Discriminator Loss: 0.5537... Generator Loss: 1.7317 Epoch 2/2... Discriminator Loss: 0.4433... Generator Loss: 2.5137 Epoch 2/2... Discriminator Loss: 0.5916... Generator Loss: 1.6807 Epoch 2/2... Discriminator Loss: 1.3108... Generator Loss: 0.6487 Epoch 2/2... Discriminator Loss: 0.6369... Generator Loss: 1.5519 Epoch 2/2... Discriminator Loss: 0.8085... Generator Loss: 1.0876 Epoch 2/2... Discriminator Loss: 0.6697... Generator Loss: 1.3980 Epoch 2/2... Discriminator Loss: 0.6229... Generator Loss: 1.6669 Epoch 2/2... Discriminator Loss: 0.5063... Generator Loss: 2.1566 Epoch 2/2... Discriminator Loss: 0.6168... Generator Loss: 1.5792
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
%%time
batch_size = 16
z_dim = 100
learning_rate = 0.0004
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.7309... Generator Loss: 1.3716 Epoch 1/1... Discriminator Loss: 2.8461... Generator Loss: 0.0935 Epoch 1/1... Discriminator Loss: 2.3512... Generator Loss: 0.1643 Epoch 1/1... Discriminator Loss: 0.4932... Generator Loss: 4.1807 Epoch 1/1... Discriminator Loss: 2.1767... Generator Loss: 0.2037 Epoch 1/1... Discriminator Loss: 0.4477... Generator Loss: 3.5077 Epoch 1/1... Discriminator Loss: 2.0124... Generator Loss: 0.2279 Epoch 1/1... Discriminator Loss: 0.9828... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 0.4794... Generator Loss: 6.5697 Epoch 1/1... Discriminator Loss: 0.7022... Generator Loss: 1.8602
Epoch 1/1... Discriminator Loss: 1.5555... Generator Loss: 8.2803 Epoch 1/1... Discriminator Loss: 1.5256... Generator Loss: 0.5654 Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 0.9926 Epoch 1/1... Discriminator Loss: 0.8409... Generator Loss: 3.7744 Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.1751 Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 0.7413 Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 4.2648 Epoch 1/1... Discriminator Loss: 1.0142... Generator Loss: 0.8589 Epoch 1/1... Discriminator Loss: 0.6065... Generator Loss: 3.3037 Epoch 1/1... Discriminator Loss: 0.5620... Generator Loss: 2.2098
Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 3.3832 Epoch 1/1... Discriminator Loss: 0.8297... Generator Loss: 2.2165 Epoch 1/1... Discriminator Loss: 1.1648... Generator Loss: 0.6418 Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 1.7156 Epoch 1/1... Discriminator Loss: 1.2351... Generator Loss: 0.6205 Epoch 1/1... Discriminator Loss: 0.8839... Generator Loss: 1.2668 Epoch 1/1... Discriminator Loss: 1.5548... Generator Loss: 0.6031 Epoch 1/1... Discriminator Loss: 1.0488... Generator Loss: 2.2887 Epoch 1/1... Discriminator Loss: 1.6018... Generator Loss: 0.8860 Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 1.6896
Epoch 1/1... Discriminator Loss: 1.2785... Generator Loss: 0.7501 Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 1.0029 Epoch 1/1... Discriminator Loss: 2.0155... Generator Loss: 0.3295 Epoch 1/1... Discriminator Loss: 1.1321... Generator Loss: 1.3387 Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 1.5814 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 1.0945 Epoch 1/1... Discriminator Loss: 1.0115... Generator Loss: 1.1464 Epoch 1/1... Discriminator Loss: 1.3881... Generator Loss: 1.2127 Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 0.9633 Epoch 1/1... Discriminator Loss: 1.3938... Generator Loss: 0.7282
Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 1.3175 Epoch 1/1... Discriminator Loss: 1.0821... Generator Loss: 1.7218 Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.1580 Epoch 1/1... Discriminator Loss: 1.0321... Generator Loss: 0.8892 Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.8124 Epoch 1/1... Discriminator Loss: 1.7523... Generator Loss: 0.4883 Epoch 1/1... Discriminator Loss: 1.2712... Generator Loss: 0.7915 Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 0.8702 Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.6678 Epoch 1/1... Discriminator Loss: 1.0896... Generator Loss: 1.0032
Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.9382 Epoch 1/1... Discriminator Loss: 0.9767... Generator Loss: 1.2141 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.8147 Epoch 1/1... Discriminator Loss: 0.8407... Generator Loss: 1.3749 Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 1.2613 Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 1.3675 Epoch 1/1... Discriminator Loss: 1.3228... Generator Loss: 1.0669 Epoch 1/1... Discriminator Loss: 1.3610... Generator Loss: 0.6675 Epoch 1/1... Discriminator Loss: 1.2056... Generator Loss: 1.1885 Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 1.3089
Epoch 1/1... Discriminator Loss: 0.9248... Generator Loss: 1.2445 Epoch 1/1... Discriminator Loss: 1.0203... Generator Loss: 1.0375 Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 0.9225 Epoch 1/1... Discriminator Loss: 1.2292... Generator Loss: 0.7356 Epoch 1/1... Discriminator Loss: 0.9517... Generator Loss: 1.4331 Epoch 1/1... Discriminator Loss: 0.9047... Generator Loss: 1.2117 Epoch 1/1... Discriminator Loss: 0.8115... Generator Loss: 1.5301 Epoch 1/1... Discriminator Loss: 1.4306... Generator Loss: 0.5571 Epoch 1/1... Discriminator Loss: 0.9989... Generator Loss: 1.1226 Epoch 1/1... Discriminator Loss: 1.4740... Generator Loss: 0.5968
Epoch 1/1... Discriminator Loss: 0.9806... Generator Loss: 1.2866 Epoch 1/1... Discriminator Loss: 1.3027... Generator Loss: 0.6659 Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 1.0183 Epoch 1/1... Discriminator Loss: 1.1645... Generator Loss: 0.7280 Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.8196 Epoch 1/1... Discriminator Loss: 0.8598... Generator Loss: 1.2798 Epoch 1/1... Discriminator Loss: 1.1732... Generator Loss: 0.8462 Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.9764 Epoch 1/1... Discriminator Loss: 1.1735... Generator Loss: 1.1243 Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.6222
Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 0.9820 Epoch 1/1... Discriminator Loss: 2.0549... Generator Loss: 0.2683 Epoch 1/1... Discriminator Loss: 0.9526... Generator Loss: 1.0113 Epoch 1/1... Discriminator Loss: 0.9657... Generator Loss: 0.9552 Epoch 1/1... Discriminator Loss: 0.9188... Generator Loss: 1.5391 Epoch 1/1... Discriminator Loss: 1.0944... Generator Loss: 1.1410 Epoch 1/1... Discriminator Loss: 1.0535... Generator Loss: 1.1247 Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 1.4498 Epoch 1/1... Discriminator Loss: 0.9771... Generator Loss: 0.8899 Epoch 1/1... Discriminator Loss: 0.9876... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 0.7512 Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 1.2032 Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 1.2566 Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.5523 Epoch 1/1... Discriminator Loss: 1.0349... Generator Loss: 1.0531 Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.7346 Epoch 1/1... Discriminator Loss: 0.7884... Generator Loss: 1.5097 Epoch 1/1... Discriminator Loss: 0.9322... Generator Loss: 2.1437 Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 1.3934 Epoch 1/1... Discriminator Loss: 1.2218... Generator Loss: 0.8187
Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 1.0690 Epoch 1/1... Discriminator Loss: 0.8780... Generator Loss: 1.1427 Epoch 1/1... Discriminator Loss: 0.9623... Generator Loss: 1.5304 Epoch 1/1... Discriminator Loss: 0.7074... Generator Loss: 1.9965 Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.9854 Epoch 1/1... Discriminator Loss: 1.2328... Generator Loss: 1.0020 Epoch 1/1... Discriminator Loss: 1.2959... Generator Loss: 1.0366 Epoch 1/1... Discriminator Loss: 1.0571... Generator Loss: 1.3618 Epoch 1/1... Discriminator Loss: 1.2933... Generator Loss: 0.6427 Epoch 1/1... Discriminator Loss: 1.4415... Generator Loss: 0.7821
Epoch 1/1... Discriminator Loss: 0.7887... Generator Loss: 1.6514 Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 1.0952 Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.8913 Epoch 1/1... Discriminator Loss: 1.1849... Generator Loss: 0.7889 Epoch 1/1... Discriminator Loss: 0.7905... Generator Loss: 1.5893 Epoch 1/1... Discriminator Loss: 0.8287... Generator Loss: 1.9204 Epoch 1/1... Discriminator Loss: 1.4120... Generator Loss: 0.8342 Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.6000 Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 0.6732 Epoch 1/1... Discriminator Loss: 1.1474... Generator Loss: 0.8486
Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 1.0189 Epoch 1/1... Discriminator Loss: 1.1878... Generator Loss: 0.8594 Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 2.2172 Epoch 1/1... Discriminator Loss: 0.8663... Generator Loss: 1.2958 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 0.7421 Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 1.2053 Epoch 1/1... Discriminator Loss: 0.8831... Generator Loss: 1.2140 Epoch 1/1... Discriminator Loss: 1.1013... Generator Loss: 0.9944 Epoch 1/1... Discriminator Loss: 1.1295... Generator Loss: 1.1287 Epoch 1/1... Discriminator Loss: 0.9029... Generator Loss: 1.5398
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.1289 Epoch 1/1... Discriminator Loss: 0.9964... Generator Loss: 1.1738 Epoch 1/1... Discriminator Loss: 0.8284... Generator Loss: 1.1561 Epoch 1/1... Discriminator Loss: 1.1384... Generator Loss: 1.4312 Epoch 1/1... Discriminator Loss: 1.0535... Generator Loss: 1.0101 Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 1.0127 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 1.3812 Epoch 1/1... Discriminator Loss: 1.1500... Generator Loss: 0.9311 Epoch 1/1... Discriminator Loss: 1.4610... Generator Loss: 0.4858 Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0024
Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 0.9775 Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 0.8709 Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 1.4160 Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.8639 Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 0.9389 Epoch 1/1... Discriminator Loss: 1.0896... Generator Loss: 0.7612 Epoch 1/1... Discriminator Loss: 0.9404... Generator Loss: 1.1734 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 1.0675 Epoch 1/1... Discriminator Loss: 1.1383... Generator Loss: 1.1343 Epoch 1/1... Discriminator Loss: 1.1701... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 1.0423... Generator Loss: 0.9146 Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 0.8654 Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 0.9950 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.8655 Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.3096 Epoch 1/1... Discriminator Loss: 1.1393... Generator Loss: 0.8307 Epoch 1/1... Discriminator Loss: 1.1809... Generator Loss: 1.8970 Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 1.2401 Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 1.3119 Epoch 1/1... Discriminator Loss: 0.9630... Generator Loss: 1.2871
Epoch 1/1... Discriminator Loss: 1.0538... Generator Loss: 1.3552 Epoch 1/1... Discriminator Loss: 1.1904... Generator Loss: 1.1254 Epoch 1/1... Discriminator Loss: 1.5454... Generator Loss: 0.4425 Epoch 1/1... Discriminator Loss: 1.0296... Generator Loss: 1.0392 Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 0.9019 Epoch 1/1... Discriminator Loss: 1.0643... Generator Loss: 1.3714 Epoch 1/1... Discriminator Loss: 0.9472... Generator Loss: 1.3163 Epoch 1/1... Discriminator Loss: 0.8664... Generator Loss: 1.4954 Epoch 1/1... Discriminator Loss: 1.1587... Generator Loss: 0.8148 Epoch 1/1... Discriminator Loss: 0.8402... Generator Loss: 1.6702
Epoch 1/1... Discriminator Loss: 1.2145... Generator Loss: 0.7139 Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.5788 Epoch 1/1... Discriminator Loss: 1.5437... Generator Loss: 0.4336 Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 1.3524 Epoch 1/1... Discriminator Loss: 1.0560... Generator Loss: 0.9117 Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.9530 Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 1.2912 Epoch 1/1... Discriminator Loss: 0.8649... Generator Loss: 1.3501 Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 1.2407 Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.9122
Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 0.8975 Epoch 1/1... Discriminator Loss: 1.0186... Generator Loss: 1.2398 Epoch 1/1... Discriminator Loss: 1.1023... Generator Loss: 1.2621 Epoch 1/1... Discriminator Loss: 0.9208... Generator Loss: 1.0379 Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 1.4317 Epoch 1/1... Discriminator Loss: 0.9656... Generator Loss: 1.3212 Epoch 1/1... Discriminator Loss: 1.1072... Generator Loss: 1.7813 Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 1.4349 Epoch 1/1... Discriminator Loss: 1.0740... Generator Loss: 1.2431 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.1795
Epoch 1/1... Discriminator Loss: 0.9198... Generator Loss: 1.1690 Epoch 1/1... Discriminator Loss: 1.4598... Generator Loss: 0.5074 Epoch 1/1... Discriminator Loss: 1.0985... Generator Loss: 0.9449 Epoch 1/1... Discriminator Loss: 1.0898... Generator Loss: 1.0051 Epoch 1/1... Discriminator Loss: 0.8562... Generator Loss: 1.6396 Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 0.6402 Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.0308 Epoch 1/1... Discriminator Loss: 0.9475... Generator Loss: 1.3087 Epoch 1/1... Discriminator Loss: 1.1663... Generator Loss: 0.7224 Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 1.2607
Epoch 1/1... Discriminator Loss: 1.1223... Generator Loss: 1.0267 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 1.2701 Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.5463 Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.4843 Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.8848 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.8114 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.1592 Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.8888 Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 0.8322 Epoch 1/1... Discriminator Loss: 1.1176... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 1.1537... Generator Loss: 1.1423 Epoch 1/1... Discriminator Loss: 1.0844... Generator Loss: 1.5824 Epoch 1/1... Discriminator Loss: 1.2042... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.7231 Epoch 1/1... Discriminator Loss: 1.3600... Generator Loss: 0.5656 Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 1.1817 Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.9540 Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.2803 Epoch 1/1... Discriminator Loss: 1.0334... Generator Loss: 2.0499 Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.6759
Epoch 1/1... Discriminator Loss: 1.1859... Generator Loss: 1.3439 Epoch 1/1... Discriminator Loss: 1.1760... Generator Loss: 0.8991 Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 1.2116 Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 1.1714 Epoch 1/1... Discriminator Loss: 1.1200... Generator Loss: 0.8757 Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 0.6570 Epoch 1/1... Discriminator Loss: 1.1559... Generator Loss: 0.6483 Epoch 1/1... Discriminator Loss: 1.0550... Generator Loss: 0.9071 Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 1.4252 Epoch 1/1... Discriminator Loss: 0.8875... Generator Loss: 1.4193
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 0.9238 Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 0.8192 Epoch 1/1... Discriminator Loss: 1.2408... Generator Loss: 0.7073 Epoch 1/1... Discriminator Loss: 1.0798... Generator Loss: 0.8271 Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 0.8784 Epoch 1/1... Discriminator Loss: 1.4044... Generator Loss: 0.5616 Epoch 1/1... Discriminator Loss: 0.9730... Generator Loss: 1.5875 Epoch 1/1... Discriminator Loss: 1.1263... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 1.5689 Epoch 1/1... Discriminator Loss: 1.0105... Generator Loss: 1.2438
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 1.2685 Epoch 1/1... Discriminator Loss: 1.4074... Generator Loss: 0.5776 Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.5962 Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.6596 Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 0.6293 Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 1.2656 Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.6622 Epoch 1/1... Discriminator Loss: 1.3254... Generator Loss: 0.9437 Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0748 Epoch 1/1... Discriminator Loss: 1.0485... Generator Loss: 0.9499
Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.0656 Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.9059 Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.7097 Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.5924 Epoch 1/1... Discriminator Loss: 1.2338... Generator Loss: 0.6870 Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.7918 Epoch 1/1... Discriminator Loss: 1.0800... Generator Loss: 0.9840 Epoch 1/1... Discriminator Loss: 1.1871... Generator Loss: 0.7943 Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.7391 Epoch 1/1... Discriminator Loss: 1.0985... Generator Loss: 1.0239
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.5992 Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 0.8436... Generator Loss: 1.3830 Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.7871 Epoch 1/1... Discriminator Loss: 1.1289... Generator Loss: 0.8063 Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 0.8765 Epoch 1/1... Discriminator Loss: 1.3905... Generator Loss: 0.6563 Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.8681 Epoch 1/1... Discriminator Loss: 1.5700... Generator Loss: 1.2126 Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 1.1886
Epoch 1/1... Discriminator Loss: 1.0820... Generator Loss: 0.8788 Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 1.2731 Epoch 1/1... Discriminator Loss: 1.0006... Generator Loss: 1.0002 Epoch 1/1... Discriminator Loss: 0.9700... Generator Loss: 1.1345 Epoch 1/1... Discriminator Loss: 1.6747... Generator Loss: 0.3674 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 0.8636 Epoch 1/1... Discriminator Loss: 0.9489... Generator Loss: 1.0418 Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.9857 Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 0.7699 Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.6784
Epoch 1/1... Discriminator Loss: 0.9167... Generator Loss: 1.4986 Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.5755 Epoch 1/1... Discriminator Loss: 1.0297... Generator Loss: 1.1534 Epoch 1/1... Discriminator Loss: 1.2403... Generator Loss: 0.6933 Epoch 1/1... Discriminator Loss: 1.1193... Generator Loss: 0.9563 Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.8352 Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.0856 Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 0.7720 Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.1093 Epoch 1/1... Discriminator Loss: 1.5303... Generator Loss: 0.5220
Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 1.3195 Epoch 1/1... Discriminator Loss: 1.1461... Generator Loss: 1.0242 Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.8013 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.5309 Epoch 1/1... Discriminator Loss: 1.0256... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 1.0634 Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.6761 Epoch 1/1... Discriminator Loss: 1.5316... Generator Loss: 0.4966 Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.8100 Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.3723
Epoch 1/1... Discriminator Loss: 1.0602... Generator Loss: 1.0616 Epoch 1/1... Discriminator Loss: 1.2242... Generator Loss: 1.0065 Epoch 1/1... Discriminator Loss: 1.1095... Generator Loss: 1.1141 Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.6963 Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 1.1246 Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 1.2869 Epoch 1/1... Discriminator Loss: 0.9525... Generator Loss: 1.4524 Epoch 1/1... Discriminator Loss: 1.0347... Generator Loss: 0.8604 Epoch 1/1... Discriminator Loss: 1.3906... Generator Loss: 0.5765 Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 0.9365
Epoch 1/1... Discriminator Loss: 1.0803... Generator Loss: 1.0455 Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 1.0960... Generator Loss: 1.3347 Epoch 1/1... Discriminator Loss: 1.1983... Generator Loss: 0.7945 Epoch 1/1... Discriminator Loss: 1.3316... Generator Loss: 0.6816 Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 0.8190 Epoch 1/1... Discriminator Loss: 1.4065... Generator Loss: 1.0248 Epoch 1/1... Discriminator Loss: 1.4231... Generator Loss: 0.5384 Epoch 1/1... Discriminator Loss: 1.2232... Generator Loss: 0.8449 Epoch 1/1... Discriminator Loss: 1.2548... Generator Loss: 0.9287
Epoch 1/1... Discriminator Loss: 1.3070... Generator Loss: 0.6645 Epoch 1/1... Discriminator Loss: 1.1192... Generator Loss: 1.3961 Epoch 1/1... Discriminator Loss: 1.0221... Generator Loss: 0.8729 Epoch 1/1... Discriminator Loss: 1.1994... Generator Loss: 0.7878 Epoch 1/1... Discriminator Loss: 0.9831... Generator Loss: 0.9710 Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 1.1669 Epoch 1/1... Discriminator Loss: 0.8491... Generator Loss: 1.2367 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.4158 Epoch 1/1... Discriminator Loss: 1.0553... Generator Loss: 0.8141 Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.9300
Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.9092 Epoch 1/1... Discriminator Loss: 1.0904... Generator Loss: 0.7560 Epoch 1/1... Discriminator Loss: 1.1179... Generator Loss: 1.1484 Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 1.1132 Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 0.7609 Epoch 1/1... Discriminator Loss: 0.9593... Generator Loss: 1.2319 Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 1.0958 Epoch 1/1... Discriminator Loss: 1.2216... Generator Loss: 0.8294 Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 1.2013 Epoch 1/1... Discriminator Loss: 1.2068... Generator Loss: 0.9268
Epoch 1/1... Discriminator Loss: 1.1857... Generator Loss: 0.7289 Epoch 1/1... Discriminator Loss: 1.0953... Generator Loss: 1.2940 Epoch 1/1... Discriminator Loss: 1.0584... Generator Loss: 0.9447 Epoch 1/1... Discriminator Loss: 1.0902... Generator Loss: 0.9627 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.7662 Epoch 1/1... Discriminator Loss: 1.1213... Generator Loss: 0.8452 Epoch 1/1... Discriminator Loss: 0.8781... Generator Loss: 1.2653 Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 0.7695 Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 1.3180 Epoch 1/1... Discriminator Loss: 0.9435... Generator Loss: 1.2516
Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.9652 Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 0.8827 Epoch 1/1... Discriminator Loss: 1.5422... Generator Loss: 0.4551 Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.9139 Epoch 1/1... Discriminator Loss: 1.0338... Generator Loss: 0.9071 Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.8227 Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.9994 Epoch 1/1... Discriminator Loss: 1.1374... Generator Loss: 0.8156 Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 1.2449 Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 0.8924
Epoch 1/1... Discriminator Loss: 1.3320... Generator Loss: 0.5825 Epoch 1/1... Discriminator Loss: 1.0280... Generator Loss: 1.0854 Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.4943 Epoch 1/1... Discriminator Loss: 1.1535... Generator Loss: 0.7573 Epoch 1/1... Discriminator Loss: 1.0620... Generator Loss: 1.3489 Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 1.0740 Epoch 1/1... Discriminator Loss: 1.2595... Generator Loss: 1.0776 Epoch 1/1... Discriminator Loss: 1.2328... Generator Loss: 0.6852 Epoch 1/1... Discriminator Loss: 0.9440... Generator Loss: 0.9944 Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 1.4392
Epoch 1/1... Discriminator Loss: 1.1553... Generator Loss: 0.7910 Epoch 1/1... Discriminator Loss: 0.7582... Generator Loss: 1.4931 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.7768 Epoch 1/1... Discriminator Loss: 1.0720... Generator Loss: 1.0439 Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 0.8438 Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.5787 Epoch 1/1... Discriminator Loss: 1.0445... Generator Loss: 0.9393 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.5798 Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 0.7719 Epoch 1/1... Discriminator Loss: 1.1170... Generator Loss: 0.7729
Epoch 1/1... Discriminator Loss: 1.0431... Generator Loss: 1.5809 Epoch 1/1... Discriminator Loss: 0.8685... Generator Loss: 1.2105 Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.7337 Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.8459 Epoch 1/1... Discriminator Loss: 1.2759... Generator Loss: 0.6166 Epoch 1/1... Discriminator Loss: 1.0144... Generator Loss: 0.9398 Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 0.9847 Epoch 1/1... Discriminator Loss: 1.5916... Generator Loss: 0.3961 Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.9149 Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 0.8051
Epoch 1/1... Discriminator Loss: 1.1404... Generator Loss: 0.8165 Epoch 1/1... Discriminator Loss: 1.3177... Generator Loss: 0.6405 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.5810 Epoch 1/1... Discriminator Loss: 1.0723... Generator Loss: 1.0332 Epoch 1/1... Discriminator Loss: 0.9698... Generator Loss: 1.2601 Epoch 1/1... Discriminator Loss: 1.1578... Generator Loss: 0.6843 Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.1062 Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 0.9457 Epoch 1/1... Discriminator Loss: 1.1315... Generator Loss: 1.0322 Epoch 1/1... Discriminator Loss: 0.9281... Generator Loss: 1.1347
Epoch 1/1... Discriminator Loss: 1.1267... Generator Loss: 0.6675 Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 1.1997 Epoch 1/1... Discriminator Loss: 0.9594... Generator Loss: 1.2036 Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.4747 Epoch 1/1... Discriminator Loss: 1.0704... Generator Loss: 0.8698 Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.8507 Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 0.8739 Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2258 Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.9431 Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 1.1544
Epoch 1/1... Discriminator Loss: 0.8485... Generator Loss: 1.4064 Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.9096 Epoch 1/1... Discriminator Loss: 1.2893... Generator Loss: 0.6219 Epoch 1/1... Discriminator Loss: 1.7334... Generator Loss: 0.3709 Epoch 1/1... Discriminator Loss: 1.1173... Generator Loss: 1.0716 Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.9402 Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 1.0014 Epoch 1/1... Discriminator Loss: 0.9976... Generator Loss: 1.0384 Epoch 1/1... Discriminator Loss: 0.8308... Generator Loss: 1.2121 Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 1.2322
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 0.9978 Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 1.3723 Epoch 1/1... Discriminator Loss: 0.9041... Generator Loss: 1.3496 Epoch 1/1... Discriminator Loss: 1.3876... Generator Loss: 0.5496 Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 0.6260 Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 0.7351 Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 1.0423 Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 0.6340 Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.5940 Epoch 1/1... Discriminator Loss: 0.8601... Generator Loss: 1.5207
Epoch 1/1... Discriminator Loss: 1.3463... Generator Loss: 0.6521 Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.8201 Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 1.1410 Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 1.1078 Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.7071 Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 1.0859 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.8297 Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.9320 Epoch 1/1... Discriminator Loss: 1.3705... Generator Loss: 1.2092 Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.7865
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 1.0129 Epoch 1/1... Discriminator Loss: 1.3758... Generator Loss: 0.8863 Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.7209 Epoch 1/1... Discriminator Loss: 1.2964... Generator Loss: 0.5685 Epoch 1/1... Discriminator Loss: 1.3890... Generator Loss: 0.5987 Epoch 1/1... Discriminator Loss: 0.7383... Generator Loss: 1.2678 Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 0.9281 Epoch 1/1... Discriminator Loss: 1.0522... Generator Loss: 0.8997 Epoch 1/1... Discriminator Loss: 1.0715... Generator Loss: 0.8720 Epoch 1/1... Discriminator Loss: 1.2980... Generator Loss: 0.7179
Epoch 1/1... Discriminator Loss: 1.1744... Generator Loss: 0.7466 Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.7740 Epoch 1/1... Discriminator Loss: 1.2873... Generator Loss: 0.5674 Epoch 1/1... Discriminator Loss: 1.1405... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.9411 Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 0.7575 Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.9679 Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 1.2925 Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 0.9755 Epoch 1/1... Discriminator Loss: 1.2384... Generator Loss: 0.6685
Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.5149 Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 1.3492 Epoch 1/1... Discriminator Loss: 1.0593... Generator Loss: 1.0577 Epoch 1/1... Discriminator Loss: 1.4404... Generator Loss: 0.5210 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.8709 Epoch 1/1... Discriminator Loss: 1.0018... Generator Loss: 1.3096 Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 1.0806 Epoch 1/1... Discriminator Loss: 1.2764... Generator Loss: 0.6979 Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 1.0957 Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 0.9825
Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.6117 Epoch 1/1... Discriminator Loss: 1.1498... Generator Loss: 1.2146 Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.1216 Epoch 1/1... Discriminator Loss: 1.1020... Generator Loss: 0.9210 Epoch 1/1... Discriminator Loss: 0.9433... Generator Loss: 1.7055 Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 1.1616 Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7768 Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 1.4886 Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.6012 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 0.7496
Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 0.8779 Epoch 1/1... Discriminator Loss: 1.1530... Generator Loss: 0.8877 Epoch 1/1... Discriminator Loss: 1.0489... Generator Loss: 0.8376 Epoch 1/1... Discriminator Loss: 0.9954... Generator Loss: 0.8459 Epoch 1/1... Discriminator Loss: 1.2962... Generator Loss: 0.6606 Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 0.8198 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 1.2977 Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.5992 Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 1.5569 Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 1.3279
Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.2851... Generator Loss: 0.6841 Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.1464 Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2362 Epoch 1/1... Discriminator Loss: 1.0153... Generator Loss: 1.3535 Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 0.4764 Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 0.9047 Epoch 1/1... Discriminator Loss: 1.2417... Generator Loss: 0.7045 Epoch 1/1... Discriminator Loss: 1.1428... Generator Loss: 0.8490 Epoch 1/1... Discriminator Loss: 1.0742... Generator Loss: 1.0564
Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.9294 Epoch 1/1... Discriminator Loss: 0.8671... Generator Loss: 1.1906 Epoch 1/1... Discriminator Loss: 0.9750... Generator Loss: 1.2049 Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 1.0081 Epoch 1/1... Discriminator Loss: 1.3437... Generator Loss: 0.7049 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 0.6649 Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 0.9202 Epoch 1/1... Discriminator Loss: 1.2097... Generator Loss: 1.5563 Epoch 1/1... Discriminator Loss: 1.1837... Generator Loss: 0.9708 Epoch 1/1... Discriminator Loss: 1.3510... Generator Loss: 0.5411
Epoch 1/1... Discriminator Loss: 1.0816... Generator Loss: 0.9727 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 1.0246 Epoch 1/1... Discriminator Loss: 1.0156... Generator Loss: 1.0416 Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 1.0850 Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 1.1721 Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 1.1927 Epoch 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.7063 Epoch 1/1... Discriminator Loss: 1.0027... Generator Loss: 1.2497 Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 0.9868 Epoch 1/1... Discriminator Loss: 1.2643... Generator Loss: 0.7178
Epoch 1/1... Discriminator Loss: 1.1228... Generator Loss: 1.0919 Epoch 1/1... Discriminator Loss: 1.2001... Generator Loss: 0.6133 Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.6688 Epoch 1/1... Discriminator Loss: 1.1570... Generator Loss: 1.2613 Epoch 1/1... Discriminator Loss: 0.9631... Generator Loss: 1.1796 Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.5073 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.7208 Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.7558 Epoch 1/1... Discriminator Loss: 1.0665... Generator Loss: 0.8461 Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.6175
Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 0.8681 Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 1.1397 Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 0.9607 Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.5550 Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 1.2152 Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.9382 Epoch 1/1... Discriminator Loss: 0.9756... Generator Loss: 1.2100 Epoch 1/1... Discriminator Loss: 1.3713... Generator Loss: 0.5496 Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.5895 Epoch 1/1... Discriminator Loss: 1.3277... Generator Loss: 0.5446
Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.2662 Epoch 1/1... Discriminator Loss: 1.1653... Generator Loss: 0.7982 Epoch 1/1... Discriminator Loss: 0.9050... Generator Loss: 1.9312 Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 0.9901 Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.9461 Epoch 1/1... Discriminator Loss: 1.2029... Generator Loss: 0.8176 Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.7976 Epoch 1/1... Discriminator Loss: 1.2095... Generator Loss: 0.7308 Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.6575 Epoch 1/1... Discriminator Loss: 1.0238... Generator Loss: 1.1175
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.0382 Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.7188 Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 0.7536 Epoch 1/1... Discriminator Loss: 1.4600... Generator Loss: 0.6350 Epoch 1/1... Discriminator Loss: 1.2684... Generator Loss: 0.6545 Epoch 1/1... Discriminator Loss: 1.0516... Generator Loss: 0.8222 Epoch 1/1... Discriminator Loss: 1.1672... Generator Loss: 0.8493 Epoch 1/1... Discriminator Loss: 1.4914... Generator Loss: 0.4687 Epoch 1/1... Discriminator Loss: 1.2826... Generator Loss: 1.0763 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 1.0163
Epoch 1/1... Discriminator Loss: 1.2248... Generator Loss: 0.7633 Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 1.2178 Epoch 1/1... Discriminator Loss: 1.1976... Generator Loss: 0.8336 Epoch 1/1... Discriminator Loss: 1.1653... Generator Loss: 0.7621 Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.6715 Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 0.8330 Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 1.2128 Epoch 1/1... Discriminator Loss: 1.2584... Generator Loss: 0.6405 Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 0.8502 Epoch 1/1... Discriminator Loss: 1.0272... Generator Loss: 0.8802
Epoch 1/1... Discriminator Loss: 0.9392... Generator Loss: 1.0555 Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 0.8316 Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 1.0480 Epoch 1/1... Discriminator Loss: 1.1058... Generator Loss: 1.0215 Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 0.7793 Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.6237 Epoch 1/1... Discriminator Loss: 0.7306... Generator Loss: 1.6838 Epoch 1/1... Discriminator Loss: 1.2033... Generator Loss: 0.7402 Epoch 1/1... Discriminator Loss: 1.2913... Generator Loss: 0.6188 Epoch 1/1... Discriminator Loss: 1.1365... Generator Loss: 0.7513
Epoch 1/1... Discriminator Loss: 1.0480... Generator Loss: 0.8542 Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.7989 Epoch 1/1... Discriminator Loss: 0.8421... Generator Loss: 1.4499 Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 1.1437 Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 1.4512 Epoch 1/1... Discriminator Loss: 1.0017... Generator Loss: 1.0953 Epoch 1/1... Discriminator Loss: 1.1551... Generator Loss: 0.9515 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.5663 Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.6412 Epoch 1/1... Discriminator Loss: 0.8711... Generator Loss: 1.2223
Epoch 1/1... Discriminator Loss: 1.3870... Generator Loss: 0.7719 Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.8419 Epoch 1/1... Discriminator Loss: 1.1788... Generator Loss: 0.7969 Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 1.1719 Epoch 1/1... Discriminator Loss: 1.0420... Generator Loss: 1.2332 Epoch 1/1... Discriminator Loss: 0.8510... Generator Loss: 1.4532 Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.8377 Epoch 1/1... Discriminator Loss: 1.6160... Generator Loss: 0.4759 Epoch 1/1... Discriminator Loss: 1.0627... Generator Loss: 1.0365 Epoch 1/1... Discriminator Loss: 1.1854... Generator Loss: 0.6587
Epoch 1/1... Discriminator Loss: 1.2334... Generator Loss: 0.6496 Epoch 1/1... Discriminator Loss: 0.8423... Generator Loss: 1.3334 Epoch 1/1... Discriminator Loss: 1.0988... Generator Loss: 0.8007 Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.5672 Epoch 1/1... Discriminator Loss: 1.3393... Generator Loss: 0.5361 Epoch 1/1... Discriminator Loss: 1.2081... Generator Loss: 0.7041 Epoch 1/1... Discriminator Loss: 1.2740... Generator Loss: 0.6620 Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.9081 Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 0.5108 Epoch 1/1... Discriminator Loss: 1.0081... Generator Loss: 1.0000
Epoch 1/1... Discriminator Loss: 1.1978... Generator Loss: 0.6346 Epoch 1/1... Discriminator Loss: 0.9442... Generator Loss: 1.0167 Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 1.3540 Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.7203 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.9524 Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 1.0409 Epoch 1/1... Discriminator Loss: 1.0579... Generator Loss: 0.9544 Epoch 1/1... Discriminator Loss: 1.2319... Generator Loss: 0.6473 Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 0.9248 Epoch 1/1... Discriminator Loss: 1.4976... Generator Loss: 0.4706
Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.6854 Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.8340 Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 1.2028 Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 0.7511 Epoch 1/1... Discriminator Loss: 1.1239... Generator Loss: 1.1096 Epoch 1/1... Discriminator Loss: 1.0411... Generator Loss: 0.8546 Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.7649 Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.8134 Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 1.0503 Epoch 1/1... Discriminator Loss: 1.1954... Generator Loss: 0.7235
Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.5908 Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.7819 Epoch 1/1... Discriminator Loss: 1.2065... Generator Loss: 0.7910 Epoch 1/1... Discriminator Loss: 0.9714... Generator Loss: 0.9810 Epoch 1/1... Discriminator Loss: 0.9914... Generator Loss: 0.9234 Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 0.9341 Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.8847 Epoch 1/1... Discriminator Loss: 1.1333... Generator Loss: 0.7011 Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.7303 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.7174
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 1.0443 Epoch 1/1... Discriminator Loss: 1.2438... Generator Loss: 0.6421 Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 1.0612 Epoch 1/1... Discriminator Loss: 1.0666... Generator Loss: 0.8562 Epoch 1/1... Discriminator Loss: 1.0054... Generator Loss: 1.2354 Epoch 1/1... Discriminator Loss: 0.8877... Generator Loss: 1.1180 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9374 Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 0.9242 Epoch 1/1... Discriminator Loss: 1.3813... Generator Loss: 0.5616 Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.9716
Epoch 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 0.8502... Generator Loss: 1.2166 Epoch 1/1... Discriminator Loss: 1.2715... Generator Loss: 0.7332 Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 0.8107 Epoch 1/1... Discriminator Loss: 0.9211... Generator Loss: 1.2076 Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.8848 Epoch 1/1... Discriminator Loss: 1.3879... Generator Loss: 0.5707 Epoch 1/1... Discriminator Loss: 1.2159... Generator Loss: 0.8096 Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 1.1991 Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.7878
Epoch 1/1... Discriminator Loss: 1.2943... Generator Loss: 0.6846 Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 1.2405 Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 0.6795 Epoch 1/1... Discriminator Loss: 0.9700... Generator Loss: 0.9548 Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.7067 Epoch 1/1... Discriminator Loss: 1.1365... Generator Loss: 0.7028 Epoch 1/1... Discriminator Loss: 1.0351... Generator Loss: 1.0469 Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.7030 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 1.2479 Epoch 1/1... Discriminator Loss: 1.2831... Generator Loss: 0.6053
Epoch 1/1... Discriminator Loss: 1.0196... Generator Loss: 0.7937 Epoch 1/1... Discriminator Loss: 1.4566... Generator Loss: 0.5616 Epoch 1/1... Discriminator Loss: 0.9922... Generator Loss: 0.9682 Epoch 1/1... Discriminator Loss: 1.0852... Generator Loss: 0.8294 Epoch 1/1... Discriminator Loss: 0.8627... Generator Loss: 1.2697 Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.7430 Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 0.9484 Epoch 1/1... Discriminator Loss: 1.0585... Generator Loss: 0.8606 Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.7103 Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 0.7407
Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 0.7254 Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.0342 Epoch 1/1... Discriminator Loss: 1.1832... Generator Loss: 0.8661 Epoch 1/1... Discriminator Loss: 0.8302... Generator Loss: 1.3976 Epoch 1/1... Discriminator Loss: 1.0913... Generator Loss: 1.1306 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.6695 Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2905 Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.9282 Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.9772 Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 0.8367
Epoch 1/1... Discriminator Loss: 0.6841... Generator Loss: 1.6484 Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 0.7754 Epoch 1/1... Discriminator Loss: 1.0583... Generator Loss: 0.8530 Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 0.9085 Epoch 1/1... Discriminator Loss: 1.3290... Generator Loss: 0.8044 Epoch 1/1... Discriminator Loss: 0.9832... Generator Loss: 1.0199 Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 0.7038 Epoch 1/1... Discriminator Loss: 1.0591... Generator Loss: 1.0408 Epoch 1/1... Discriminator Loss: 1.1419... Generator Loss: 0.7383 Epoch 1/1... Discriminator Loss: 1.0873... Generator Loss: 0.8850
Epoch 1/1... Discriminator Loss: 1.0253... Generator Loss: 1.0297 Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.8612 Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.6225 Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 0.8941 Epoch 1/1... Discriminator Loss: 1.1264... Generator Loss: 0.7333 Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 1.1078 Epoch 1/1... Discriminator Loss: 0.8922... Generator Loss: 1.2812 Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.5682 Epoch 1/1... Discriminator Loss: 1.2379... Generator Loss: 0.7259 Epoch 1/1... Discriminator Loss: 1.2950... Generator Loss: 0.7517
Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.8515 Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.6629 Epoch 1/1... Discriminator Loss: 1.0405... Generator Loss: 0.9220 Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 1.2170... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.7072 Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 0.9294 Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 0.9082 Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 0.9240 Epoch 1/1... Discriminator Loss: 1.0477... Generator Loss: 1.1070
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.7717 Epoch 1/1... Discriminator Loss: 1.5613... Generator Loss: 0.5077 Epoch 1/1... Discriminator Loss: 1.0835... Generator Loss: 0.9670 Epoch 1/1... Discriminator Loss: 1.1864... Generator Loss: 0.7793 Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 0.8194 Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.7962 Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 0.7627 Epoch 1/1... Discriminator Loss: 1.1559... Generator Loss: 0.8773 Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.6367 Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 0.6273
Epoch 1/1... Discriminator Loss: 1.3387... Generator Loss: 0.7257 Epoch 1/1... Discriminator Loss: 1.1839... Generator Loss: 0.6675 Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 0.9317 Epoch 1/1... Discriminator Loss: 1.1629... Generator Loss: 0.7058 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.7404 Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 1.1310 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.8076 Epoch 1/1... Discriminator Loss: 1.4955... Generator Loss: 0.5078 Epoch 1/1... Discriminator Loss: 1.2594... Generator Loss: 0.6723 Epoch 1/1... Discriminator Loss: 1.0477... Generator Loss: 0.9392
Epoch 1/1... Discriminator Loss: 0.9259... Generator Loss: 1.2291 Epoch 1/1... Discriminator Loss: 1.0721... Generator Loss: 1.1550 Epoch 1/1... Discriminator Loss: 1.1003... Generator Loss: 0.9280 Epoch 1/1... Discriminator Loss: 1.3023... Generator Loss: 0.6342 Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.7072 Epoch 1/1... Discriminator Loss: 1.1127... Generator Loss: 0.7334 Epoch 1/1... Discriminator Loss: 1.1053... Generator Loss: 1.1580 Epoch 1/1... Discriminator Loss: 1.3805... Generator Loss: 0.5777 Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 1.0456 Epoch 1/1... Discriminator Loss: 1.2296... Generator Loss: 0.6306
Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.6294 Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 0.8342 Epoch 1/1... Discriminator Loss: 1.2922... Generator Loss: 0.7124 Epoch 1/1... Discriminator Loss: 1.0433... Generator Loss: 1.0710 Epoch 1/1... Discriminator Loss: 1.0117... Generator Loss: 0.8734 Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 0.9327 Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.6709 Epoch 1/1... Discriminator Loss: 0.9437... Generator Loss: 1.1404 Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.8872 Epoch 1/1... Discriminator Loss: 0.9919... Generator Loss: 1.0908
Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.9977 Epoch 1/1... Discriminator Loss: 0.9530... Generator Loss: 1.1811 Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 1.0926 Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 0.9059 Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.9248 Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.0341 Epoch 1/1... Discriminator Loss: 1.5628... Generator Loss: 0.4502 Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.7634 Epoch 1/1... Discriminator Loss: 1.4630... Generator Loss: 0.5150 Epoch 1/1... Discriminator Loss: 1.1828... Generator Loss: 0.8939
Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.9876 Epoch 1/1... Discriminator Loss: 0.8816... Generator Loss: 1.3419 Epoch 1/1... Discriminator Loss: 0.8804... Generator Loss: 1.2416 Epoch 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.9002 Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.6519 Epoch 1/1... Discriminator Loss: 1.0744... Generator Loss: 1.0929 Epoch 1/1... Discriminator Loss: 1.0522... Generator Loss: 1.0848 Epoch 1/1... Discriminator Loss: 1.0587... Generator Loss: 0.9260 Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 0.9198 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.9279
Epoch 1/1... Discriminator Loss: 1.1811... Generator Loss: 0.8276 Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.8783 Epoch 1/1... Discriminator Loss: 1.2793... Generator Loss: 0.7100 Epoch 1/1... Discriminator Loss: 1.0927... Generator Loss: 0.9720 Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7485 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.9597 Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.7618 Epoch 1/1... Discriminator Loss: 1.4803... Generator Loss: 0.4451 Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 1.0405 Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.8448... Generator Loss: 1.3358 Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 1.1358 Epoch 1/1... Discriminator Loss: 1.5957... Generator Loss: 0.5165 Epoch 1/1... Discriminator Loss: 1.2354... Generator Loss: 0.8468 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.6443 Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.0089 Epoch 1/1... Discriminator Loss: 1.1012... Generator Loss: 0.8360 Epoch 1/1... Discriminator Loss: 1.2315... Generator Loss: 0.7676 Epoch 1/1... Discriminator Loss: 1.5007... Generator Loss: 0.6241 Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.8563
Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 0.8106 Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.8608 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.8584 Epoch 1/1... Discriminator Loss: 1.2508... Generator Loss: 0.6235 Epoch 1/1... Discriminator Loss: 1.1022... Generator Loss: 0.8639 Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.7712 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.7560 Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 0.8401 Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 0.9403 Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 0.7263
Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.8781 Epoch 1/1... Discriminator Loss: 1.1007... Generator Loss: 1.0184 Epoch 1/1... Discriminator Loss: 1.1894... Generator Loss: 0.8469 Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 0.8669 Epoch 1/1... Discriminator Loss: 1.3483... Generator Loss: 0.6010 Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 1.1142 Epoch 1/1... Discriminator Loss: 1.0787... Generator Loss: 0.8615 Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 0.8879 Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 0.9163 Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.6280
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7188 Epoch 1/1... Discriminator Loss: 1.4504... Generator Loss: 0.4924 Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 0.7274 Epoch 1/1... Discriminator Loss: 1.1398... Generator Loss: 0.9015 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.7193 Epoch 1/1... Discriminator Loss: 1.3596... Generator Loss: 0.6814 Epoch 1/1... Discriminator Loss: 1.4153... Generator Loss: 0.7852 Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 0.7706 Epoch 1/1... Discriminator Loss: 1.2346... Generator Loss: 0.8706 Epoch 1/1... Discriminator Loss: 1.0540... Generator Loss: 1.4720
Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.8104 Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 1.0964 Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 1.1431 Epoch 1/1... Discriminator Loss: 1.4482... Generator Loss: 0.5379 Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 1.2594 Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7659 Epoch 1/1... Discriminator Loss: 0.9801... Generator Loss: 1.0023 Epoch 1/1... Discriminator Loss: 1.5182... Generator Loss: 0.6528 Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 0.9345 Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 1.4822
Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.8480 Epoch 1/1... Discriminator Loss: 1.0362... Generator Loss: 0.9345 Epoch 1/1... Discriminator Loss: 1.2592... Generator Loss: 0.6223 Epoch 1/1... Discriminator Loss: 1.1447... Generator Loss: 1.1335 Epoch 1/1... Discriminator Loss: 1.3805... Generator Loss: 0.5943 Epoch 1/1... Discriminator Loss: 1.1680... Generator Loss: 0.8797 Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 0.7887 Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 0.7241 Epoch 1/1... Discriminator Loss: 1.2138... Generator Loss: 0.7154 Epoch 1/1... Discriminator Loss: 0.8069... Generator Loss: 1.3919
Epoch 1/1... Discriminator Loss: 1.2640... Generator Loss: 0.7784 Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 1.1340 Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 0.8982 Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.6643 Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.6576 Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.8093 Epoch 1/1... Discriminator Loss: 1.3131... Generator Loss: 0.8189 Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 1.1965 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 1.1325 Epoch 1/1... Discriminator Loss: 1.1767... Generator Loss: 0.6835
Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.9582 Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.5163 Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 1.1610 Epoch 1/1... Discriminator Loss: 1.1320... Generator Loss: 0.9226 Epoch 1/1... Discriminator Loss: 1.5035... Generator Loss: 0.4753 Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.8399 Epoch 1/1... Discriminator Loss: 1.1490... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.7878 Epoch 1/1... Discriminator Loss: 1.1747... Generator Loss: 0.7736 Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.6846
Epoch 1/1... Discriminator Loss: 1.1252... Generator Loss: 0.7582 Epoch 1/1... Discriminator Loss: 1.4031... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.0140... Generator Loss: 0.9573 Epoch 1/1... Discriminator Loss: 1.2745... Generator Loss: 0.8053 Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.7924 Epoch 1/1... Discriminator Loss: 1.4025... Generator Loss: 0.6033 Epoch 1/1... Discriminator Loss: 1.0229... Generator Loss: 0.8319 Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 1.0176 Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.5516 Epoch 1/1... Discriminator Loss: 1.3334... Generator Loss: 0.5516
Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.0890 Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.6846 Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.8231 Epoch 1/1... Discriminator Loss: 1.3279... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.1824... Generator Loss: 0.6840 Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.6947 Epoch 1/1... Discriminator Loss: 0.9813... Generator Loss: 1.0019 Epoch 1/1... Discriminator Loss: 0.9430... Generator Loss: 1.1086 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 1.0964 Epoch 1/1... Discriminator Loss: 1.2488... Generator Loss: 0.8372
Epoch 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.9866 Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.9357 Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.7980 Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 0.8228 Epoch 1/1... Discriminator Loss: 1.2075... Generator Loss: 0.9899 Epoch 1/1... Discriminator Loss: 1.2628... Generator Loss: 0.7035 Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 0.9756 Epoch 1/1... Discriminator Loss: 1.1154... Generator Loss: 0.7040 Epoch 1/1... Discriminator Loss: 1.2174... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 1.3025... Generator Loss: 0.6124
Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.7671 Epoch 1/1... Discriminator Loss: 0.8887... Generator Loss: 1.1528 Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 1.0005 Epoch 1/1... Discriminator Loss: 1.4770... Generator Loss: 0.6333 Epoch 1/1... Discriminator Loss: 0.9152... Generator Loss: 1.0384 Epoch 1/1... Discriminator Loss: 1.4371... Generator Loss: 0.5810 Epoch 1/1... Discriminator Loss: 1.2812... Generator Loss: 0.7211 Epoch 1/1... Discriminator Loss: 1.4327... Generator Loss: 0.5503 Epoch 1/1... Discriminator Loss: 1.3683... Generator Loss: 1.1337 Epoch 1/1... Discriminator Loss: 1.0255... Generator Loss: 1.0132
Epoch 1/1... Discriminator Loss: 1.2877... Generator Loss: 0.7752 Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.6898 Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 0.9413 Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.3283 Epoch 1/1... Discriminator Loss: 1.4023... Generator Loss: 0.6613 Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.8232 Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.0104 Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.0790 Epoch 1/1... Discriminator Loss: 1.2958... Generator Loss: 0.9353 Epoch 1/1... Discriminator Loss: 1.2556... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 1.3132... Generator Loss: 0.6172 Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 1.1449 Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 0.6137 Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 0.6975 Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.8061 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.6894 Epoch 1/1... Discriminator Loss: 1.1209... Generator Loss: 0.7979 Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 0.7175 Epoch 1/1... Discriminator Loss: 1.1219... Generator Loss: 0.9562 Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 1.4459
Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 0.7490 Epoch 1/1... Discriminator Loss: 1.5483... Generator Loss: 0.4689 Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.6365 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 0.9428 Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.8864 Epoch 1/1... Discriminator Loss: 1.7819... Generator Loss: 0.3525 Epoch 1/1... Discriminator Loss: 1.0003... Generator Loss: 1.0283 Epoch 1/1... Discriminator Loss: 1.3031... Generator Loss: 0.5818 Epoch 1/1... Discriminator Loss: 1.5709... Generator Loss: 0.4591 Epoch 1/1... Discriminator Loss: 1.3791... Generator Loss: 0.5387
Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.6312 Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.9500 Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 0.9163 Epoch 1/1... Discriminator Loss: 0.7910... Generator Loss: 1.6671 Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 0.8552 Epoch 1/1... Discriminator Loss: 1.0289... Generator Loss: 1.1634 Epoch 1/1... Discriminator Loss: 1.2862... Generator Loss: 0.7050 Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 0.8663 Epoch 1/1... Discriminator Loss: 1.2491... Generator Loss: 0.6791 Epoch 1/1... Discriminator Loss: 0.8848... Generator Loss: 1.1258
Epoch 1/1... Discriminator Loss: 1.3587... Generator Loss: 0.7485 Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.4649 Epoch 1/1... Discriminator Loss: 1.3484... Generator Loss: 0.5976 Epoch 1/1... Discriminator Loss: 1.1434... Generator Loss: 0.8551 Epoch 1/1... Discriminator Loss: 1.1596... Generator Loss: 1.0953 Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 0.7146 Epoch 1/1... Discriminator Loss: 1.2894... Generator Loss: 0.7353 Epoch 1/1... Discriminator Loss: 1.1743... Generator Loss: 0.8140 Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.8245 Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.8156 Epoch 1/1... Discriminator Loss: 1.1170... Generator Loss: 0.8208 Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.6317 Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.0300 Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.8054 Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.7316 Epoch 1/1... Discriminator Loss: 1.3351... Generator Loss: 0.6167 Epoch 1/1... Discriminator Loss: 1.2654... Generator Loss: 0.6768 Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 0.7023 Epoch 1/1... Discriminator Loss: 1.2601... Generator Loss: 0.6895
Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.9383 Epoch 1/1... Discriminator Loss: 1.2486... Generator Loss: 0.8576 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.0199 Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 0.5706 Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 1.0418 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.8749 Epoch 1/1... Discriminator Loss: 0.9923... Generator Loss: 1.1400 Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 1.3502 Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 1.1156 Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.7285
Epoch 1/1... Discriminator Loss: 1.2265... Generator Loss: 1.0526 Epoch 1/1... Discriminator Loss: 1.1821... Generator Loss: 0.7019 Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.6509 Epoch 1/1... Discriminator Loss: 1.3726... Generator Loss: 0.5554 Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.3210 Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.2809 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.7619 Epoch 1/1... Discriminator Loss: 1.4608... Generator Loss: 0.5306 Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.5919 Epoch 1/1... Discriminator Loss: 1.4460... Generator Loss: 0.5450
Epoch 1/1... Discriminator Loss: 1.4459... Generator Loss: 0.5601 Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.5808 Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.5553 Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 1.0058 Epoch 1/1... Discriminator Loss: 1.4205... Generator Loss: 0.5840 Epoch 1/1... Discriminator Loss: 1.1335... Generator Loss: 0.7239 Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.6379 Epoch 1/1... Discriminator Loss: 1.2452... Generator Loss: 0.7295 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 1.0014 Epoch 1/1... Discriminator Loss: 1.1285... Generator Loss: 1.0800
Epoch 1/1... Discriminator Loss: 1.1401... Generator Loss: 0.8187 Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.6368 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.7024 Epoch 1/1... Discriminator Loss: 1.3770... Generator Loss: 0.6210 Epoch 1/1... Discriminator Loss: 1.3078... Generator Loss: 0.5978 Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 1.1688 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 1.1326... Generator Loss: 0.7858 Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 1.1376 Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.5849
Epoch 1/1... Discriminator Loss: 1.0510... Generator Loss: 0.8517 Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 1.0453 Epoch 1/1... Discriminator Loss: 1.0310... Generator Loss: 0.9338 Epoch 1/1... Discriminator Loss: 1.3763... Generator Loss: 0.7667 Epoch 1/1... Discriminator Loss: 1.4866... Generator Loss: 0.5816 Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 0.9906 Epoch 1/1... Discriminator Loss: 1.2042... Generator Loss: 0.7603 Epoch 1/1... Discriminator Loss: 1.4413... Generator Loss: 0.5084 Epoch 1/1... Discriminator Loss: 1.2554... Generator Loss: 0.6328 Epoch 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.6852
Epoch 1/1... Discriminator Loss: 1.1424... Generator Loss: 0.8106 Epoch 1/1... Discriminator Loss: 1.3291... Generator Loss: 0.6597 Epoch 1/1... Discriminator Loss: 1.3508... Generator Loss: 0.6490 Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 0.8948 Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 0.8046 Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 1.0365 Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 0.7904 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.7455 Epoch 1/1... Discriminator Loss: 1.0087... Generator Loss: 1.2360 Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 0.6891
Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.6220 Epoch 1/1... Discriminator Loss: 1.4525... Generator Loss: 0.4832 Epoch 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.7993 Epoch 1/1... Discriminator Loss: 1.3990... Generator Loss: 0.5362 Epoch 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.7078 Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.0952 Epoch 1/1... Discriminator Loss: 1.1618... Generator Loss: 0.6694 Epoch 1/1... Discriminator Loss: 1.0420... Generator Loss: 0.8811 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 1.0275 Epoch 1/1... Discriminator Loss: 0.9954... Generator Loss: 1.3851
Epoch 1/1... Discriminator Loss: 1.1953... Generator Loss: 1.0493 Epoch 1/1... Discriminator Loss: 1.2016... Generator Loss: 0.7139 Epoch 1/1... Discriminator Loss: 1.1737... Generator Loss: 0.6666 Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 0.8620 Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.9497 Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.7489 Epoch 1/1... Discriminator Loss: 0.9996... Generator Loss: 1.0359 Epoch 1/1... Discriminator Loss: 1.4714... Generator Loss: 0.5627 Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.7635 Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 1.0739
Epoch 1/1... Discriminator Loss: 0.8938... Generator Loss: 1.2373 Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.6413 Epoch 1/1... Discriminator Loss: 1.1034... Generator Loss: 0.9122 Epoch 1/1... Discriminator Loss: 0.9499... Generator Loss: 1.0079 Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 1.1803 Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 0.9589 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.8293 Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.5358 Epoch 1/1... Discriminator Loss: 1.4443... Generator Loss: 0.5686 Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.8275
Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 0.6924 Epoch 1/1... Discriminator Loss: 1.3207... Generator Loss: 0.6223 Epoch 1/1... Discriminator Loss: 1.3136... Generator Loss: 0.6057 Epoch 1/1... Discriminator Loss: 1.4973... Generator Loss: 0.4289 Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.9013 Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.8384 Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.5739 Epoch 1/1... Discriminator Loss: 1.1711... Generator Loss: 0.7538 Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 0.8758 Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.6816
Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.1444 Epoch 1/1... Discriminator Loss: 1.1824... Generator Loss: 0.8232 Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.9657 Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.7859 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 1.0626... Generator Loss: 1.1190 Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 0.5985 Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 0.8277 Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.6312 Epoch 1/1... Discriminator Loss: 1.2090... Generator Loss: 1.0314
Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.5485 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 0.9464 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.0724 Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.6488 Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.9867 Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 1.0315... Generator Loss: 0.9502 Epoch 1/1... Discriminator Loss: 1.4214... Generator Loss: 0.5288 Epoch 1/1... Discriminator Loss: 0.9639... Generator Loss: 1.2348 Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 0.6568
Epoch 1/1... Discriminator Loss: 1.0471... Generator Loss: 1.0070 Epoch 1/1... Discriminator Loss: 1.6609... Generator Loss: 0.4738 Epoch 1/1... Discriminator Loss: 1.5319... Generator Loss: 0.5021 Epoch 1/1... Discriminator Loss: 1.1601... Generator Loss: 0.9903 Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 0.9825 Epoch 1/1... Discriminator Loss: 1.3048... Generator Loss: 0.7564 Epoch 1/1... Discriminator Loss: 1.1674... Generator Loss: 0.9233 Epoch 1/1... Discriminator Loss: 1.4185... Generator Loss: 0.6773 Epoch 1/1... Discriminator Loss: 1.1330... Generator Loss: 0.9072 Epoch 1/1... Discriminator Loss: 1.2203... Generator Loss: 0.7324
Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.7151 Epoch 1/1... Discriminator Loss: 1.1503... Generator Loss: 0.9923 Epoch 1/1... Discriminator Loss: 0.9867... Generator Loss: 1.2930 Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 0.9792 Epoch 1/1... Discriminator Loss: 1.0266... Generator Loss: 0.8592 Epoch 1/1... Discriminator Loss: 1.0401... Generator Loss: 1.5247 Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.6891 Epoch 1/1... Discriminator Loss: 1.1449... Generator Loss: 0.7399 Epoch 1/1... Discriminator Loss: 0.9090... Generator Loss: 1.1700 Epoch 1/1... Discriminator Loss: 0.9739... Generator Loss: 1.0572
Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.8030 Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.7496 Epoch 1/1... Discriminator Loss: 1.1845... Generator Loss: 0.7705 Epoch 1/1... Discriminator Loss: 1.1484... Generator Loss: 0.7825 Epoch 1/1... Discriminator Loss: 1.1626... Generator Loss: 0.7109 Epoch 1/1... Discriminator Loss: 0.8622... Generator Loss: 1.0748 Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.5370 Epoch 1/1... Discriminator Loss: 0.9103... Generator Loss: 1.0926 Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 0.9042 Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.3499
Epoch 1/1... Discriminator Loss: 1.2728... Generator Loss: 0.6044 Epoch 1/1... Discriminator Loss: 1.3319... Generator Loss: 0.5113 Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.9862 Epoch 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.7152 Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.7227 Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 0.6428 Epoch 1/1... Discriminator Loss: 1.4079... Generator Loss: 0.4990 Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 1.1357 Epoch 1/1... Discriminator Loss: 1.4447... Generator Loss: 0.4816 Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 1.2507
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.4767 Epoch 1/1... Discriminator Loss: 1.9131... Generator Loss: 0.4534 Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.6237 Epoch 1/1... Discriminator Loss: 1.3373... Generator Loss: 0.5828 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.8950 Epoch 1/1... Discriminator Loss: 1.4373... Generator Loss: 0.4601 Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 0.6950 Epoch 1/1... Discriminator Loss: 1.3177... Generator Loss: 0.7812 Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.6864 Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 1.0282 Epoch 1/1... Discriminator Loss: 1.1915... Generator Loss: 0.7689 Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 0.5689 Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 0.8869 Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.6355 Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.8078 Epoch 1/1... Discriminator Loss: 1.5476... Generator Loss: 0.4305 Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 1.0153 Epoch 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.6988
Epoch 1/1... Discriminator Loss: 1.2197... Generator Loss: 0.6387 Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 1.2406 Epoch 1/1... Discriminator Loss: 1.0701... Generator Loss: 0.9359 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.6838 Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.4926 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.0839 Epoch 1/1... Discriminator Loss: 1.1003... Generator Loss: 0.9191 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 0.7810 Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 0.6801 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.6010
Epoch 1/1... Discriminator Loss: 1.3504... Generator Loss: 0.5724 Epoch 1/1... Discriminator Loss: 1.2895... Generator Loss: 0.6332 Epoch 1/1... Discriminator Loss: 1.3388... Generator Loss: 0.7745 Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.6776 Epoch 1/1... Discriminator Loss: 1.1357... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.7742 Epoch 1/1... Discriminator Loss: 0.8699... Generator Loss: 1.0300 Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 0.7741 Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.5422 Epoch 1/1... Discriminator Loss: 1.0312... Generator Loss: 0.8490
Epoch 1/1... Discriminator Loss: 1.3488... Generator Loss: 0.6284 Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.8526 Epoch 1/1... Discriminator Loss: 1.3502... Generator Loss: 0.6044 Epoch 1/1... Discriminator Loss: 1.2901... Generator Loss: 0.8691 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 1.0011 Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.8780 Epoch 1/1... Discriminator Loss: 1.1855... Generator Loss: 0.7755 Epoch 1/1... Discriminator Loss: 1.2092... Generator Loss: 0.7433 Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.9201 Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.5483
Epoch 1/1... Discriminator Loss: 1.1690... Generator Loss: 1.0466 Epoch 1/1... Discriminator Loss: 1.1379... Generator Loss: 0.8212 Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.9306 Epoch 1/1... Discriminator Loss: 1.0303... Generator Loss: 0.9141 Epoch 1/1... Discriminator Loss: 1.4553... Generator Loss: 0.5289 Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 1.2910 Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.7768 Epoch 1/1... Discriminator Loss: 1.2930... Generator Loss: 0.6283 Epoch 1/1... Discriminator Loss: 1.1353... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 1.0625... Generator Loss: 0.9696
Epoch 1/1... Discriminator Loss: 1.2683... Generator Loss: 0.9118 Epoch 1/1... Discriminator Loss: 1.0943... Generator Loss: 1.5476 Epoch 1/1... Discriminator Loss: 1.2660... Generator Loss: 0.7590 Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 1.0559 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9749 Epoch 1/1... Discriminator Loss: 1.2725... Generator Loss: 0.6737 Epoch 1/1... Discriminator Loss: 1.1441... Generator Loss: 0.9688 Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 0.8603 Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 1.1350 Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 0.8248
Epoch 1/1... Discriminator Loss: 0.9817... Generator Loss: 1.0743 Epoch 1/1... Discriminator Loss: 1.2416... Generator Loss: 0.7246 Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.4968 Epoch 1/1... Discriminator Loss: 1.2508... Generator Loss: 0.7145 Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.9322 Epoch 1/1... Discriminator Loss: 1.0737... Generator Loss: 0.8257 Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.7281 Epoch 1/1... Discriminator Loss: 1.3991... Generator Loss: 0.6044 Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 1.1085 Epoch 1/1... Discriminator Loss: 1.2142... Generator Loss: 1.2722
Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 1.0232 Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 1.4766 Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 0.9143 Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 0.8688 Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.7045 Epoch 1/1... Discriminator Loss: 1.1382... Generator Loss: 0.8265 Epoch 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.8946 Epoch 1/1... Discriminator Loss: 1.2980... Generator Loss: 0.7085 Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 0.7754 Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 0.9973
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.6440 Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.5857 Epoch 1/1... Discriminator Loss: 1.3284... Generator Loss: 0.6140 Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.6574 Epoch 1/1... Discriminator Loss: 1.1609... Generator Loss: 0.9572 Epoch 1/1... Discriminator Loss: 1.2377... Generator Loss: 0.6800 Epoch 1/1... Discriminator Loss: 1.1747... Generator Loss: 0.8063 Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.7470 Epoch 1/1... Discriminator Loss: 1.1193... Generator Loss: 0.8506
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 0.9759 Epoch 1/1... Discriminator Loss: 1.1283... Generator Loss: 0.6430 Epoch 1/1... Discriminator Loss: 1.1543... Generator Loss: 0.7411 Epoch 1/1... Discriminator Loss: 0.9903... Generator Loss: 1.1018 Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 0.7944 Epoch 1/1... Discriminator Loss: 0.8536... Generator Loss: 1.3801 Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 0.9026 Epoch 1/1... Discriminator Loss: 0.8454... Generator Loss: 1.4034 Epoch 1/1... Discriminator Loss: 1.0424... Generator Loss: 1.1321 Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 1.1105
Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 0.4602 Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.6176 Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.4008 Epoch 1/1... Discriminator Loss: 1.3094... Generator Loss: 0.5219 Epoch 1/1... Discriminator Loss: 1.3813... Generator Loss: 0.7046 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.6912 Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.9816 Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 1.1319 Epoch 1/1... Discriminator Loss: 1.0855... Generator Loss: 1.0608 Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.7239
Epoch 1/1... Discriminator Loss: 1.4794... Generator Loss: 0.4739 Epoch 1/1... Discriminator Loss: 1.1872... Generator Loss: 0.9166 Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 0.7612 Epoch 1/1... Discriminator Loss: 1.1612... Generator Loss: 0.6670 Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 0.6111 Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 0.9276 Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 0.9543 Epoch 1/1... Discriminator Loss: 1.2304... Generator Loss: 1.0678 Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.2543 Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 0.7898
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 0.9956 Epoch 1/1... Discriminator Loss: 1.4728... Generator Loss: 0.5050 Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 1.0987 Epoch 1/1... Discriminator Loss: 0.9925... Generator Loss: 1.0169
Wall time: 9min 10s
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.